{
 "cells": [
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# Matplotlib画图的简单实现",
   "id": "4799021b966e401f"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T09:46:58.796450Z",
     "start_time": "2025-01-06T09:46:58.691848Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import matplotlib.pyplot as lpt\n",
    "import matplotlib.pyplot as plt\n",
    "# plot绘制折线图\n",
    "plt.plot([1, 0, 9], [4, 5, 6])\n",
    "plt.show()"
   ],
   "id": "initial_id",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 2
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 7.1 折线图的绘制",
   "id": "7b8dea61db7dce83"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T12:34:05.946713Z",
     "start_time": "2025-01-06T12:34:05.867673Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1, 8)\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    "plt.plot(x, y)\n",
    "plt.show()"
   ],
   "id": "3ef3448a63ea368d",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 72
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 7.2 折线的颜色和形状设置",
   "id": "641f9c5deebe3b40"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T12:34:13.925320Z",
     "start_time": "2025-01-06T12:34:13.848866Z"
    }
   },
   "cell_type": "code",
   "source": [
    "plt.plot(x, y, color='red', alpha=0.1, linestyle='--', linewidth=8)\n",
    "plt.show()\n",
    "'''基础属性设置\n",
    "color='red' : 折线的颜色\n",
    "alpha=0.5 : 折线的透明度(0-1)\n",
    "linestyle='--' : 折线的样式\n",
    "linewidth=3 : 折线的宽度—粗细\n",
    "'''\n",
    "'''线的样式\n",
    "- 实线(solid)\n",
    "-- 短线(dashed)\n",
    "-. 短点相间线(dashdot)\n",
    "： 虚点线(dotted)\n",
    "'''"
   ],
   "id": "2e532fb2e21d3e64",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'线的样式\\n- 实线(solid)\\n-- 短线(dashed)\\n-. 短点相间线(dashdot)\\n： 虚点线(dotted)\\n'"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 73
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 7.3 折点样式",
   "id": "7cbf61f5dab3d079"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T09:54:03.506760Z",
     "start_time": "2025-01-06T09:54:03.350705Z"
    }
   },
   "cell_type": "code",
   "source": [
    "plt.plot(x, y, marker='o')\n",
    "plt.show()"
   ],
   "id": "f2ef17fae2c2c816",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 6
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 7.4 设置的图片的大小和保存",
   "id": "4adac92f2837f645"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T12:35:02.938798Z",
     "start_time": "2025-01-06T12:35:02.751681Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from matplotlib import pyplot as plt\n",
    "import random\n",
    "\n",
    "x = range(2, 26, 2)  # x轴的位置\n",
    "y = [random.randint(15, 30) for i in x]\n",
    "# 设置图片的大小\n",
    "'''\n",
    "figsize:指定figure的宽和高，单位为英寸；\n",
    "dpi参数指定绘图对象的分辨率，即每英寸多少个像素，缺省值为80，1英寸等于2.5cm,A4纸是 21*30cm的纸张\n",
    "'''\n",
    "# 设置画布对象，figsize中对应的单位是英寸，dpi是每英寸有多少像素点\n",
    "plt.figure(figsize=(20, 10), dpi=80)\n",
    "plt.plot(x, y)  # 传入x和y, 通过plot画图\n",
    "# plt.show() #不能在plt.show()后面调用在plt.show()后调用了plt.savefig()，在plt.show()后实际上已经创建了一个新的空白的图片（坐标轴），这时候你再plt.savefig()就会保存这个新生成的空白图片。\n",
    "plt.savefig('./t1.png')\n",
    "plt.savefig('./t1.svg')"
   ],
   "id": "a915f202ea0abe23",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 74
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 7.5 绘制x轴和y轴的刻度",
   "id": "23051fbb6175e4b9"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-11T12:46:35.187589Z",
     "start_time": "2025-01-11T12:46:34.402702Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from matplotlib import pyplot as plt\n",
    "import random\n",
    "x = range(2, 26, 2)  # x轴的位置\n",
    "y = [random.randint(15, 30) for i in x]\n",
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "# #设置x轴的刻度\n",
    "# plt.xticks(x)\n",
    "# plt.xticks(range(1,25))\n",
    "# # 设置y轴的刻度\n",
    "# plt.yticks(y)\n",
    "# plt.yticks(range(min(y),max(y)+1))\n",
    "\n",
    "# 构造x轴刻度标签\n",
    "x_ticks_label = [f'{i}:00' for i in x]\n",
    "# rotation=45  #让字旋转45度\n",
    "plt.xticks(x, x_ticks_label, rotation=45)\n",
    "# 设置y轴的刻度标签\n",
    "y_ticks_label = [\"{}℃\".format(i) for i in range(min(y), max(y) + 1)]\n",
    "plt.yticks(range(min(y), max(y) + 1), y_ticks_label)\n",
    "plt.plot(x, y)\n",
    "plt.show()"
   ],
   "id": "4b4e0e824fa40b37",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 2
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 7.6 设置显示中文",
   "id": "6647550aebe250ec"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T12:44:51.710116Z",
     "start_time": "2025-01-06T12:44:51.560691Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from matplotlib import pyplot as plt\n",
    "import matplotlib\n",
    "import random\n",
    "\n",
    "x = range(0, 120)\n",
    "y = [random.randint(10, 30) for i in range(120)]\n",
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "plt.plot(x, y)\n",
    "# 设置显示中文\n",
    "from matplotlib import font_manager\n",
    "\n",
    "my_font = font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\simkai.ttf', size=18)\n",
    "plt.xlabel('时间', rotation=45, fontproperties=my_font,ha='center',va='top')\n",
    "plt.ylabel(\"次数\", fontproperties=my_font)\n",
    "# 设置标题\n",
    "plt.title('每分钟跳动次数', color='red', fontproperties=my_font)\n",
    "plt.show()"
   ],
   "id": "1a32cea721deff80",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 83
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 7.7 一图多线",
   "id": "80da20096ab9f2f0"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T12:06:01.489811Z",
     "start_time": "2025-01-06T12:06:01.314795Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from matplotlib import pyplot as plt\n",
    "from matplotlib import font_manager\n",
    "\n",
    "# 假设大家在 30 岁的时候，根据自己的实际情况，统计出来你和你同事各自从11岁到30岁每年交的男/女朋友的数量如列表 y1和y2，请在一个图中绘制出该数据的折线图，从而分析每年交朋友的数量走势。\n",
    "y1 = [1, 0, 1, 1, 2, 4, 3, 4, 4, 5, 6, 5, 4, 3, 3, 1, 1, 1, 1, 1]\n",
    "y2 = [1, 0, 3, 1, 2, 2, 3, 4, 3, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1]\n",
    "x = range(11, 31)\n",
    "# 设置画布对象\n",
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "''' 添加图例:label 对线的解释，然后用 plt.legend 添加到图片上;\n",
    "添加颜色: color='red' 线条风格： linestyle='-'; - 实线 、 -- 虚线，破折线、 -. 点划线、 : 点虚线，虚线、 '' 留空或空格线条粗细： linewidth = 5透明度： alpha=0.5\n",
    "'''\n",
    "plt.plot(x, y1, color='red', label=\"自己\")\n",
    "plt.plot(x, y2, color='blue', label='同事')\n",
    "#设置x轴刻度\n",
    "xtick_labels = [f'{i}岁' for i in x]\n",
    "# 设置显示中文\n",
    "my_font = font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\simkai.ttf', size=18)\n",
    "plt.xticks(x, xtick_labels, fontproperties=my_font)\n",
    "# 绘制网格（网格也是可以设置线的样式)\n",
    "# alpha=0.4 设置透明度\n",
    "plt.grid(alpha=0.4)\n",
    "# 添加图例(注意：只有在这里需要添加 prop 参数是显示中文，其他的都用 fontproperties) # 设置位置 loc : upper left、 lower left、 center left、 upper center\n",
    "plt.legend(prop=my_font, loc='upper right')"
   ],
   "id": "f2026563b9823686",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x2084aad07a0>"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 54
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 7.8 拓展（一图多个坐标系子图）",
   "id": "f5a9a563b064b505"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T12:18:37.992627Z",
     "start_time": "2025-01-06T12:18:37.787060Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "x = np.arange(1, 100)  #划分子图\n",
    "\n",
    "# 创建一个2x2的子图，fig变量代表整个图像，而axes是一个包含4个子图（2x2）的数组，可以通过axes[i, j]访问特定的子图，其中i和j分别是行和列的索引\n",
    "fig, axes = plt.subplots(2, 2)\n",
    "ax1 = axes[0, 0]\n",
    "ax2 = axes[0, 1]\n",
    "ax3 = axes[1, 0]\n",
    "ax4 = axes[1, 1]\n",
    "# fig=plt.figure(figsize=(20,10),dpi=80) \n",
    "ax1.plot(x, x)  # 作 图 1\n",
    "ax2.plot(x, -x)  #作图 2\n",
    "ax3.plot(x, x ** 2)  #作图 3\n",
    "# ax3.grid(color='r', linestyle='--', linewidth=1, alpha=0.3)  #作图 3\n",
    "ax4.plot(x, np.log(x))\n",
    "plt.show()"
   ],
   "id": "590c8cae3799a203",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ],
      "image/png": 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OHTvKKvO/NloWeYfIJ8pSrivzFX3JN8S8bZNeaIhAbwdM2BiJmKRM9Fx0DB+/3BR9W2l3qRaR1gU+OTk5MDQsXxhlZGQke2wIoruqyKREOyBloCPq3UXvrjFjxqglzUSVTZTsLD1wDV/+cQUlCqBeTSssGdQSjVy1p0FtZahZs6ZcHoco6RFBT0BAAFatWvW3fCQoKEg2bi4sLJTV6MLevXvh4+ODGjX0c8yjdvWd5JhPkzZG4ui1FEz96TzCbtzHJy83g5WZRv5EEOleVVfPnj3x2WefYefOnXJsji1btmD+/Pl45ZVX5H5xpyva/Hz66afYtm0bLly4gDfffFP29OrVq5e6k0/0zJIz8zD4u1P4797SoKdPSw9ZtaVvQc+TEEHP888/Dy8vL1k1fu/ePdlup2zbnYEDB8qGzWK8H9HlfePGjViwYAEmT54MfVbTxkw2ev5354YQ89f+cuYOXlp8FNGJ2tmQm0jrurNnZmbKAQxFwJOcnCwDmgEDBsgBC5W9MUSyxeBkoig7LS0NISEhWLp0KRo2bPjY76Ot3VJJtx27loIJGyKRkpUPCxMj2Wvr1QAP6KLKvAbFUBZDhw6tcF/ZbE4MYDh27FiEh4fDyckJ48ePx/Tp09WSZk2k71WrpB2e5TrUyMCnuuh6BkbaV7W1YN9VLNp/FeKqbOhijaWDWqK+sw10lTZeg9qY5qdpTD950zkcunJProvG9J+90gw2HDKBNITOjeNDpG+SMvIwcOUJLNxXGvT0a+WJX8eG6HTQQ5rL0doMq4a0xvSujWQj6G3n7qLnoqO4eCdd3UkjemYMfIjUTNxVv7jgCE7GpsLK1AgL+rfAF682h4WpkbqTRnrM0NAAY56vh01vtYW7nTlu3s9B72XH8UPYzXJVh0TahoEPkRqnEBDj8ohGzPezC+QUAqIB88staqk7aUQqAbUdsPOd9ght7IyCohJ88GsUxq4/g4y8QnUnjeipMPAhUoOE9FwMWHlCjsQsDAr0kqMwc94k0kQ1rEyx8s1WeL97YxgbGuC3C4ly2pTzt9PUnTSiJ8bAh6iaHYhOllVb4TcfwNrMGIsH+uOzV3xhbsKqLdJcolfXiPZ1sXl0EGrZWyA+NRd9lh3Hd0djWfVFWoWBD1E1KSwuwf/9dllOPfEgpxC+teyw850Q9Gjuru6kET02f68acsDDzk1cUFiswMc7LuGtHyKQnsOqL9IODHyIqkF8ag76Lg/D14dvyPUh7ergpzFBqO1ope6kET0xO0sTrHgjAB/2bAJTI0P8fikJLy48grNxFc9wT6RJGPgQVbE9UaXtISLj02Brbix/MGa/1BRmxqzaIu2u+hoa7I2fx7RDbUdL3EnL/TO4v44SMdw4kYZi4ENURfKLijF7W5SsBsjIK4Kfp73sHdOlacWTYRJpI18PO9kbsXtzNxSVKPB/v0VjxPenkZpdoO6kEVWIgQ9RFbh1PxuvLgvD6uM35frI9t7Y/FYQPB0s1Z00okpna26CxQP88WmvZjA1NsT+6GRZyhl+M1XdSSP6GwY+RJXstwsJ6LHwKC7cSYe9pQm+HdwK73VvIn8QiHS56uv1trWx9e1g1HWyQkJ6Hvp/fQJLDlxj1RdpFObERJUkr7AYH2y9iLfXnUFmfhECapf2funU2EXdSSOqNk3cbbFtfAh6tXCX88/N2xODIavD5aS7RJqAgQ9RJYhNyUbvpcfxw4lbcn30c/WwYVRbuNtbqDtpRNVOjE/1Zb8W+KKPGJ/KEIf/nJYl7Pp9dSeNiIEP0bP6NfIOeiw8gksJGXCwMsXqoa0xo1sjmBjx8iL9rvrq19rrz8l2rZGcmY9B35zAgj+uypIgInVhzkz0DFVbM34+jwkbIpFdUIw23g6yaut5H2d1J41IY/i42mDbuGC8GuABEe98+ccVvPHtSSRn5qk7aaSnGPgQPYVryVnoteQYNoTHw8AAGP+v+lg/IhCudubqThqRxrE0NcZ/+vrhv339YGFihOPX78uqr6NXU9SdNNJDDHyIntDPEbfRc9FRRCdmwsnaDD8MC8SUzj4wZtUW0SP1CfDA9vHB8HGxQUpWAd747iTm/x7Dqi+qVsypiR5TTkER/r35HKZsPofcwmK0q+eI3yaEIKSBk7qTRqQ16jvbYOvYYAxo4wkxt+nC/dcwcOUJJGWw6ouqBwMfosdwJSkTLy0+hp8ibsPQAJgU2hA/DA+Esw2rtoielIWpEeb0bo4F/VvAytQIJ2NT0W3BERyMSVZ30kgPMPAhegSFQoGN4XF4afFR2a7H2cYM60a0xYTQBjASERARPbWXW9SS0100drOVU1wMWRWOL3ZHo6i4RN1JIx2msYHPnTt38Prrr8PR0REWFhbw9fXF6dOny/0gzZo1C25ubnJ/aGgorl69qtY0k27Jyi/C5E3nMP3nC8grLEH7Bk74bUJ7BNVzVHfS6B/k5+ejRYsWskt1ZGRkuX3nz59H+/btYW5uDk9PT8ydO1dt6SSgbk1rbHm7Hd5oW1uuLzt4XY74fDctV91JIx2lkYHPgwcPEBwcDBMTE+zatQuXLl3Cf//7X9SoUUN1jMisFi5ciOXLl+PkyZOwsrJCly5dkJfHemJ6dpfuZuClRUex5ewdWbIztYsP1gxtIxszk+abNm0a3N3d/7Y9IyMDnTt3Ru3atREREYF58+Zh9uzZ+Prrr9WSTiplbmKET3o1w5KBLWFjZozTtx7gxYVHsO9ykrqTRjrIGBroiy++kHdiq1atUm3z9vYuV9rz1Vdf4f3338fLL78st33//fdwcXHB1q1b0b9/f7Wkm7Sf+G6tOxmHj3dcQkFRCdzszLFwgD9a13FQd9LoMYmbpd9//x0///yzfF7WunXrUFBQgO+++w6mpqZo2rSpLBGaP38+Ro0apbY0Uykxw3uzWrYYt/6snOtu+JrTGBHijWldG3GuO6o0GvlN2rZtG1q1aoW+ffvC2dkZ/v7+WLlypWp/bGwsEhMTZfWWkp2dHQIDAxEWFvbI4m9xx1d2IVLKzCvE+B/P4v2tF2XQ09GnJna+055BjxZJSkrCyJEj8cMPP8DS0vJv+0X+0KFDBxn0KImS4piYGFnSXBHmG9WrtqMVfhoThCHt6sj1b47G4rUVYYhPzVF30khHaGTgc+PGDSxbtgwNGjTAnj17MGbMGLzzzjtYs2aN3C+CHkGU8JQl1pX7KjJnzhwZICkXUapEJFy4nY4ei45ix/kEGBsa4N0XG+Hbwa3lFBSkPaV1Q4YMwejRo+WNU0VE/lBRvqHcVxHmG9XPzNgIs19qihVvBMDW3BiR8WnovvAI9kQ9PH8n0urAp6SkBC1btsT//d//ydIeUQQt7uJEe55nMXPmTKSnp6uW+Pj4Skszae+P5epjseiz7Dhu3c9BLXsLbBodhFEd6sGQvbY0wowZM2Qj5Uct0dHRWLRoETIzM+V1XpmYb6hPl6austS1hac9MvKK8NYPEZi9LQr5RcXqThppMY1s4yN6ajVp0qTctsaNG8s6e8HV1VVVrC2OVRLroifHw5iZmcmFSEjPLcT0n85j9593kS80ccF/XvWDnaWJupNGZUyZMkWW5DxK3bp1sX//flmV9ddrXJT+DBo0SJYYi7xD5BNlKdeV+cpfMd9QL08HS2weHYS5u6Ox8kgsVh+/iYhbD7B4oL+sFiPSicBH9OgSde5lXblyRfbEUDZ0FpnUvn37VIGOqHcXvbtEtRjRPxFF5+PWn8HtB7kwMTLAzG6NMTS4jiw9IM1Ss2ZNufwT0cvz008/Va3fvXtXtt/ZuHGjbP8nBAUF4b333kNhYaHsNSrs3bsXPj4+5XqNkmYxMTLEe92boG1dRzlyumj43GPhUXzep7lsEE2k9VVdkyZNwokTJ2RV17Vr17B+/XrZ3XTs2LFyv/hxmjhxoszkREPoCxcu4M0335TdV3v16qXu5JOGV219c+QG+i4/LoMeTwcL/DS6HYaFeDPo0XJeXl5o1qyZamnYsKHcXq9ePXh4eMjnAwcOlA2bhw8fjqioKBkULViwAJMnT1Zz6ulxdGrsgt/eaY9WtWsgM78IY9efwftbxThbrPoiLS/xad26NbZs2SLr1j/++GNZwiO6r4vi6rLjdGRnZ8v2P2lpaQgJCcHu3bvloGREFUnLKZBzbf1xuXRY/Bd9XeWw+XYWrNrSF6JxsujqLm6iAgIC4OTkJAdCZVd27eFub4EfR7XF/L1X5GCHa0/E4cytNFn1JQZDJPonBgpxC6ynRPWYyAhFg0VbW1t1J4eqUMStVIxffxZ30/NgamSID3o0xutta7OUR8208RrUxjTrqkNX7mHSxkg53YWY8+v/evvKaTBI92U8w3WokVVdRJWlpESB5Yeu47UVJ2TQU8fREr+I4fGD2J6HSNs917Amdk1oj0BvB2QXFGPChkjM+Pk8q77okRj4kM66n5WPYWvC8fmuaBSXKPCSnzt2vNMezWrZqTtpRFRJXGzNsW5EIN75V32Ie5kN4fF4efExXEvOVHfSSEMx8CGddPLGfTnXz8GYezAzNsTnvX2xoH8LWJtpZLM2InoGxkaGmNzZB2uHB8r59GKSMtFz0TH8FHFb3UkjDcTAh3Suamvx/qsYsPIEkjLyUa+mFX4dF4z+bbxYtUWk44LrO8mqr5D6TsgtLJadGaZsOoecgiJ1J400CAMf0hn3MvMxeNUp/Of3KyhRAL1b1sK2cSFo5MoGqET6oqaNGdYMa4MpLzSEGHz95zO38dLiY4hJZNUXlWLgQzrh+LUUWbV15GoKLEyM8J++fpj/WgtYsWqLSO8YGRpgfKcGWD+yLVxszXAtOQsvLT6KjeFxciwv0m8MfEiriUbLX+69gkHfnpQlPg1drLFtXDBeDSgdsI6I9JcY6VkMeCh6f+UXlWD6zxcwcWMksvJZ9aXPGPiQ1krOyMPr35zEgn1XIW7i+rXyxK9jQ9DAxUbdSSMiDeFobYZVQ1pjetdGsiTo18i7eGnRUVy6m6HupJGaMPAhrXT4yj10W3AEYTfuy4HLRI+tL15tDgtTI3UnjYg0jKGhAcY8Xw8bR7WFm505bqRko9fSY1h74harvvQQAx/SKkXFJZi3J1o2Yr6fXYDGbrbYPj6Eo7US0T9qVcdBVn11auSMgqISvL/1Isb9eBYZeYXqThpVIwY+pDUS0nNlN/UlB67Lqq1BgV7Y8nY7zs9DRI+thpUpvhncCu93bwxjQwPsPJ+AnouO4sLtdHUnjaoJAx/SCgeik/HigiMIv/lADkIoJiT87BVfmJuwaouInowY02tE+7rYPDoItewtcOt+DvosO47Vx2JZ9aUHGPiQRissLsGcXZcxdHU4HuQUolktW+wYH4Iezd3VnTQi0nL+XjVk1VeXpi4oKC7B7O2XMHptBNJzWPWlyxj4kMa6/SAHr60Iw4pDN+T6kHZ18POYdqjjZKXupBGRjrCzNMHy1wMwu2cTmBoZYk9UErovOoKzcQ/UnTSqIgx8SCP9HpWI7guP4mxcGmzMjbH89ZaY/VJTmBmzaouIKr/qa0iwt7yx8nKwxO0Huei7PAwrD99g1ZcOYuBDGkX0tPh4+yWM+iEC6bmF8PO0l0XRXZu5qTtpRKTjfD3ssOOdEHT3dUNRiQKf/XYZI9acxoPsAnUnjSoRAx/SGHH3c/Dq8uP47lisXB/Z3hub3wqCp4OlupNGRHrC1txEdp74tFczmBobYp/oWLHwCE7fTFV30qiSMPAhjfDbhQR0X3gE52+nw87CBN+82QrvdW8iMx4iouqu+nq9bW05XIa3kxUS0vPQ7+sTWHrwGkrEDMik1firQmqVV1iMD7ZexNvrziAzvwgtvezx24T2CG3iou6kEZGea+pu9+cAqe5yXsC5u2MwZHU47mflqztp9AwY+JDaxKZky7EzfjhxS66Pfq4eNr5VOq4GEZEmEOOGfdWvBb7o4wszY0M5XY6o+jpx4766k0a6HPh8/vnnsuhx4sSJqm15eXkYO3YsHB0dYW1tjT59+iApKUmt6aTHt+3cXfRYeARRdzPgYGWKVUNbY0a3RjAx0oqvJGmwnTt3IjAwEBYWFqhRowZ69epVbn9cXBy6d+8OS0tLODs7Y+rUqSgq4mzd9HDi96dfay/8Oi4Y9WpaISkjHwNXnsDCfVdlSRBpF43/lQkPD8eKFSvQvHnzctsnTZqE7du3Y/PmzTh06BDu3r2L3r17qy2d9PhVWzN/uYB3fjyL7IJitPlz7pyOPs7qThrpgJ9//hlvvPEGhg4dinPnzuHYsWMYOHCgan9xcbEMegoKCnD8+HGsWbMGq1evxqxZs9SabtIOjVxL5wbs09IDIt6Zv/cK3vzuJJIz89SdNHoCBgoNHqQgKysLLVu2xNKlS/Hpp5+iRYsW+Oqrr5Ceno6aNWti/fr1ePXVV+Wx0dHRaNy4McLCwtC2bdvHev2MjAzY2dnJ17O1ta3is6FryVkYt/4MohMzYWAAjOtYHxM6NYAxS3n0VmVeg6LUpk6dOvjoo48wfPjwCo/ZtWsXevToIW+UXFxK25EtX74c06dPx71792BqalqtaSbt9VPEbdk+MbewGE7WZljQvwWC6zupO1l6I+MZrkON/sURVVni7iw0NLTc9oiICBQWFpbb3qhRI3h5ecnA52Hy8/Plf1bZharHL2du46XFR2XQ42Rtiu+HtcGUzj4MeqjSnDlzBnfu3IGhoSH8/f3h5uaGbt264eLFi6pjRP7g6+urCnqELl26yLwgKiqqwtdlvkEVeTXAA9vHB8PHxQYpWfl4/duTmP97DKu+tIDG/ups2LBBZmRz5sz5277ExER5Z2Zvb19uu8jMxL6HEa8lIkTl4unpWSVpp//JKSjCvzefw+RN55BTUIx29Rxl1Vb7BjXVnTTSMTdulE5tMnv2bLz//vvYsWOHbOPz/PPPIzW1dAwWkT+UDXoE5frD8g7mG/Qw9Z1tsHVsMPq39oSoO1m4/5ps+5OUwaovTaaRgU98fDwmTJiAdevWwdzcvNJed+bMmbJYTLmI96GqcyUpEy8vPiaLhA0NgEmhDfHD8EA421beZ0q6b8aMGbJx6aMWUdVdUlIij3/vvfdkZ4eAgACsWrVK7hdtAZ8W8w16FAtTI3zep7ms6rIyNcLJ2FS8uOAIDl25p+6k0UMYQwOJqqzk5GTZvqdso8TDhw9j8eLF2LNnj2ycmJaWVq7UR/TqcnV1fejrmpmZyYWqlmg2tvn0bczadhF5hSWoaWOGhf39EVTPUd1JIy00ZcoUDBky5JHH1K1bFwkJCfJ5kyZNVNvF9S72iZ5cgsgfTp06Ve5vlb1BH5Z3MN+gx/Fyi1rwrWWHsevP4nJCBgZ/dwpjnq+HKS80ZJW+htHIwKdTp064cOFCuW2il4ZoxyMaIYqiZhMTE+zbt0/e2QkxMTEycwsKClJTqknIzi/C+1svYsvZO3K9fQMnfNmvhWz8R/Q0REcGsfwTUcIjAhSRF4SEhMhtoi3gzZs3Ubt2bbku8ofPPvtM3liJruzC3r17ZePIsgET0dOoW9Najvb86c5LWHsiDssOXkd4bCoWDvCHO8cn0xgaGfjY2NigWbNm5bZZWVnJMXuU20WvjcmTJ8PBwUFmWuPHj5eZ2uP26KLKJ+5yxq4/gxv3smFkaIDJLzTEmOfqwVDUcxFVMZEPjB49Gh9++KG8ORLBzrx58+S+vn37ysfOnTvLAEd0eZ87d65s1yPaA4mOFCzVocpgbmKET3v5om1dR8z8+QJO33ogBzyc/5of/tWII9JrAo0MfB7Hl19+KXtviBIf0etC9MwQ3d5JPVVb60/F4aPtl+Ts6q625lg00B+t6zioO2mkZ0SgY2xsLAOb3NxcOZDh/v37ZSNnwcjISDZ6HjNmjLxREjdUgwcPxscff6zupJOO6dHcXVZ9jVt/FhfupGPY6tMY1aEupnbx4UCtaqbR4/hUNY7H8ewy8wrlgIQ7zpe2r+joUxP/fa2FHI2ZSBevQW1MM6lPflEx5vwWjdXHb8r1Fp72cvZ3jxqW6k6aVtPZcXxIs128k46ei47KoMfY0AAzuzXCt4NbM+ghIvqTmbERZr/UFMtfD4CtuTEi49Nkr689UQ8feoWqFgMfemKikHDN8ZvovfQ4bt7PkZOKislF32J7HiKiCnVt5oqd77SHn6c9MvKK8NYPEZi9LUqWCFH1YuBDTyQ9txBj1p7Bh9uiUFBcgtDGLtj5TggCape2oSAioop5Olhi81tBGNneW66L6q9Xl4Uh7n6OupOmVxj40GM7F5+GHouOYHdUIkyMDPBBjyZY+WYA7C1ZtUVE9DhMjQ3xXvcm+ObNVrC3NJENn7svPILfLpS2k6Sqx8CHHqtq65sjN/Dq8uOIT82Fp4MFfhrdDsNDvOWouERE9GRCm7jI6XtEaXlmfhHeXndGTnqaV8iqr6rGwIceKS2nACO/P41Pd15GYbEC3Zq5Ysf40npqIiJ6emJQww2j2mL0c/Xk+g8nbsm2k7Ep2epOmk5j4EMPFXHrAbovPIo/LifD1MgQH7/cFEsHtYSdhYm6k0ZEpBPEmD4zujXC6qGlPWIvJWSgx8Ij+DWydPR7qnwMfOhvSkoUWHHoOvqtCMOdtFzUcbTEL2+3w5tBdVi1RURUBZ73cZZVX228HZBdUIwJGyIx85fzrPqqAgx8qJzU7AIMXxOOObuiUVSiQI/mbtg+PgTNatmpO2lERDrN1c4c60cE4p1/1Ye4x/zxVDxeXnwM15Kz1J00ncLAh1ROxabKgbUOxNyDmbEh/u8VXywa4A8bc1ZtERFVBzGT++TOPvhhWCCcrE0Rk5QpB4r95cxtdSdNZzDwIVm1tXj/VfT/OgyJGXmoW9MKW8cGY2CgF6u2iIjUIKSBk6z6alfPEbmFxZi86Rz+vfkccgqK1J00rcfAR8/dy8zH4FWn8J/fr6BEAbziXwvbx4WgsRvnICIiUidnW3P8MDwQk0IbQgyK/1PEbby0+BhiEjPVnTStxsBHjx2/noIXFx7BkaspMDcxxNxXm2P+a36wMjNWd9KIiAiAkaEBJoQ2wLoRbeFsYybb+7y85Cg2hsfJMdboyTHw0UPFJQp89ccVvP7NSVni09DFWpbyvNbKk1VbREQaKKieI36b0B4dGtZEXmEJpv98AZM2RiIrn1VfT4qBj55JzsiTAc9Xf1yVVVuvtfLAr2ND0MDFRt1JIyKiR3CyNsPqIa0xrauPLAnaGnkXLy06ikt3M9SdNK3CwEePHL5yT1Zthd24D0tTI3zVrwXmvuoHC1MjdSeNiIgeg6GhAd5+vj42jmoLNztz3EjJRq+lx7D2xC1WfT0mBj56oKi4BPP2RMtGzClZBWjkaiPH5unlX0vdSSMioqfQqo6D7PX1r0bOKCgqwftbL2Lcj2eRmVeo7qRpPAY+Oi4hPRcDV57EkgPXIW4GRBd10VW9Xk1rdSeNiIieQQ0rUznL+7svNoKxoQF2nk9Aj0VHceF2urqTptEY+OiwAzHJckDCUzdTYW1mLAcjFIMSmpuwaouISFeqvkZ1qIdNo4NQy94Ct+7noM+y41h9LJZVXw/BwEcHFRaXYM6uyxi6KhwPcgrRrJYtdowPQU8/d3UnjYiIqkBLrxqy6uuFJi4oKC7B7O2XMHptBNJzWPWlFYHPnDlz0Lp1a9jY2MDZ2Rm9evVCTExMuWPy8vIwduxYODo6wtraGn369EFSUhL0nZhUVEwuuuLQDbk+pF0d/DymHeo4Wak7aURV7sqVK3j55Zfh5OQEW1tbhISE4MCBA+WOiYuLQ/fu3WFpaSnzl6lTp6KoiF2CSfvZWZrg6zcCMKtHE5gYGWBPVJLs0BIZn6bupGkUjQx8Dh06JIOaEydOYO/evSgsLETnzp2RnZ2tOmbSpEnYvn07Nm/eLI+/e/cuevfuDX2291KSrNo6E5cGG3NjLH+9JWa/1BRmxqzaIv3Qo0cPGcTs378fERER8PPzk9sSExPl/uLiYhn0FBQU4Pjx41izZg1Wr16NWbNmqTvpRJVCjMU2LMQbP41uB08HC3kz/Oqy4/jmyA1Wff3JQKEF/xP37t2Td2YiwOnQoQPS09NRs2ZNrF+/Hq+++qo8Jjo6Go0bN0ZYWBjatm37WK+bkZEBOzs7+Xri7lBbiRb9X+yOxrdHY+W6n4cdFg9sCU8HS3UnjajarsGUlBSZLxw+fBjt27eX2zIzM+Xrihuo0NBQ7Nq1SwZC4kbJxcVFHrN8+XJMnz5d5jOmpqbVmmaiqpSRV4gZP5/HbxdKA//Qxs74T18/2Fv+8/dc0z3LdaiRJT5/JU5McHBwkI/iTk6UAomMTKlRo0bw8vKSgc/D5Ofny/+ssou2i0/NQd8VYaqgZ3iINzbLSJ9BD+kXUe3t4+OD77//XpYOi5KfFStWyJumgIAAeYzIH3x9fVVBj9ClSxeZF0RFRelNvkH6wdbcBEsGtsQnvZrB1NgQf1wu7fAScSsV+kzjA5+SkhJMnDgRwcHBaNasmdwmiq3FnZm9vX25Y0VmpizSfljbIREhKhdPT09os10XEmT97bn4NNhZmGDlm63wQY8m8gtOpI9F/H/88QfOnj0r2weam5tj/vz52L17N2rUqCGPEflD2aBHUK4/LO/QtXyD9O+6eKNtbWx5ux28naxwNz0Pr604geWHrqNEDN+vhzT+F1K09bl48SI2bNjwzK81c+ZMWXqkXOLj46GN8gqLMevXixiz7gwy84rQ0stezuEiWvMT6ZoZM2bIzPtRi6jqFrX2Ir8QJTxHjhzBqVOnZMeInj17IiEhAfqeb5B+a+puJweufcnPXc7X+PmuaAxbE477WfnQNxo9Dfe4ceOwY8cOWWfv4eGh2u7q6iobJ6alpZUr9RG9usS+hzEzM5OLNruZko2x688g6s+5Wd56ri7+3dkHJkYaH8MSPZUpU6ZgyJAhjzymbt26skGzyC8ePHigqvNfunSpbN8jGjGLAErkDyIgKkvZG/RheYcu5BtEghjPbUH/FnLC09nbonAwpnQao4X9/RFY1xH6QiMDH3HnNn78eGzZsgUHDx6Et7d3uf2ivt7ExAT79u2T3dgF0d1ddFMNCgqCrtp27i7e/eWCnI3XwcoU/33NDx19nNWdLKIqJRosi+Wf5OTkyEdDw/I3AWJdVJkLIn/47LPPkJycLEuGBBEYiUCpSZMmVZJ+Ik1iYGCAAW284O9lj7HrzuD6vWwMWHkCk19oKOcAEwMi6jqNLCYQxdVr166VvbZEXb2oexdLbm6u3C/q2YcPH47JkyfLMTpEY+ehQ4fKTO1xe3RpW9XWzF8u4J0fz8qgp82fc7Qw6CH6H3H9i7Y8gwcPxrlz5+SYPmKMntjYWNmFXRDDYogA54033pDH7NmzB++//77Mc1iqQ/qkkastto0LQe+WtSCa+vzn9ytyPsd7mbpf9aWR3dlFRFqRVatWqYq8xQCGogj8xx9/lL0uRM8MUaz9qKoubeyWev1elozKoxMzIf5bxnWsjwmdGsCYVVukAyr7Gjx9+jTee+89+Sh6fjZt2lSO0dOtWzfVMbdu3cKYMWNkabKVlZUMlD7//HMYGxvrTL5B9CQ2n47HrF+jkFtYjJo2ZljQrwXa1XeCJnuW61AjA5/qoukZ2Jazt/HelovIKSiGk7Upvurnj5AGmv1lJNKla1BX0kz0T64mZcr2o1eSsuRN9vh/NZA32UYaWvWl8+P46JvcgmJM3XwOkzaek0FP27qlVVsMeoiIqCo0cLHBr2ND0K+VJ0RxyMJ9VzHomxNIysiDrmHgo2GuJGXipcVHsTnitoy6J4Y2wLoRbeFsa67upBERkQ6zMDXCF682x1f9WsDS1AgnbqTKAQ8PXbkHXcLAR0OIGsdNp+Nl0HM1OUvWs64bEYiJoQ01tqiRiIh0Ty//WnLMn8ZutrifXYDB353C3N3RKCou7R2p7Rj4aIDs/CJM2XQO0346j7zCErRv4IRdE9qjXT1WbRERUfWrV9NajvY8KNBLri89eF12e09IL+1drc0Y+KjZ5YQM9Fx8FL+cvQNRsDO1iw/WDG0DJ2t2rSUiIvUxNzHCZ6/4YvFAfzn4YfjNB7Lqa3906aCf2oqBjxqrttafjEOvJcdw4142XG3NsWFUEMZ21I8BpIiISDv0aO6One+EoFktWzzIKcSw1afxf79dRqGWVn0x8FGDzLxCvLMhEu9uuYD8ohI871NTzrXVxrt09nkiIiJNUtvRCj+PaYch7erI9a8P38BrK8Jw+0HpiOnahIFPNbt4Jx09Fx3F9nN3ZaPlmd0a4bvBreUUFERERJrKzNgIs19qiuWvt4SNuTHOxqWh+8Kj+D0qEdqEgU81Vm19H3YTvZcex837OXC3M8emt9rirefqsWqLiIi0RtdmbnJsOT9Pe6TnFmLUDxH4aHsUCoq0o+qLgU81EF+Mt9edkUOCFxSXILSxi6zaCqjNqi0iItI+ng6W2PxWEEaElE4ivurYTby6/Dji7mt+1RcDnyp2Lj4NPRYdwa6LiTAxMsAHPZpg5ZsBsLdk1RYREWkvU2NDvN+jCb55sxXsLExw/nY6ui88gt8uJECTMfCpwqqtb4/Gygg4PjUXHjUs8NPodhge4v3QSViJiIi0TWgTZS1GDWTmF8kajg+2XkReYTE0EQOfKpCWUyDrPD/ZcQmFxQp0beqKnX/WhxIREemaWvYW2DCqLUY/V0+u/3DiFvosO47YlGxoGgY+lexM3APZyn3vpSSYGhni45ebYtnrLWUxIBERka4yMTLEjG6NsGpoaU/lqLsZshfztnN3oUkY+FSSkhIFVhy6jteWh+FOWi5qO1ril7fb4c2gOqzaIiIivdHRx1n2+hJj02XlF+GdH89i5i8XNKbqi4FPJUjNLsDwNeGYsysaRSUK9Gjuhh3jxSiXdupOGhERUbVztTPH+hGBGP+v+hD3/j+eKp2p4FpylrqTxsDnWZ2KTZVzlxyIuSdbuH/2SjMsGuAPG3NWbRERkf4yNjLElM4++H6YmH/SFNGJmXhJzE155rZa08XA5xmqtpYcuCZnq03MyENdJyv8OjYYgwJrs2qLiIjoT+0b1JRVX0F1HZFTUIzJm87h35vPIaegCOrAwOcppGTlY/CqU5i3JwbFJQq84l8L28eHoLGbrbqTRkREpHGcbc2xdkQgJoY2kFVfP0XcxsuLj+FKUma1p4WBzxMKu35fVm0duZoCcxNDzH21Oea/5gcrM2N1J42IiEhjGRkaYGJoQ6wbEYiaNma4mpwlq742nY6XY99VF60PfJYsWYI6derA3NwcgYGBOHXqVJW8jyjZ+eqPKxj0zQkkZ+ajgbM1to0LwWutPFm1RVQNPvvsM7Rr1w6Wlpawt694TKy4uDh0795dHuPs7IypU6eiqKh8cfrBgwfRsmVLmJmZoX79+li9enU1nQERCe3qOWHXhPZo38AJeYUlmPbTeVn9lZ1fPVVfWh34bNy4EZMnT8aHH36IM2fOwM/PD126dEFycnKlvk9yRh7e+PYkvvrjKkoUQN8AD/w6LhgNXWwq9X2I6OEKCgrQt29fjBkzpsL9xcXFMugRxx0/fhxr1qyRQc2sWbNUx8TGxspjOnbsiMjISEycOBEjRozAnj17qvFMiMjJ2gxrhrbB1C4+siRoy9k76Ln4KC7dzajy9zZQVGf5UiUTJTytW7fG4sWL5XpJSQk8PT0xfvx4zJgx4x//PiMjA3Z2dkhPT4etre1De229vS4CKVkFsDQ1wqe9mqF3S49KPxciffQ41+BfiWBGBCxpaWnltu/atQs9evTA3bt34eLiIrctX74c06dPx71792Bqaiqf79y5ExcvXlT9Xf/+/eVr7d69u8rSTEQPF34zVY71k5CeV9o7ulcz9G3lWWXXodaW+Ii7uoiICISGhqq2GRoayvWwsLBKex8HKxNk5xejkauNrNpi0EOkmcR17+vrqwp6BFECLDLIqKgo1TFl8wzlMZWZZxDRk2ldx0FO6/SvRs4oKCqBbRXPdKC1LXJTUlJk0XbZTE4Q69HR0RX+TX5+vlyURIb4T+o722DtiDZo6m4HcxOjSkg5EVWFxMTECvMD5b5HHSPygtzcXFhYWFRKvkFET0ZMcSFmeT9x4z7a1XdCVdLaEp+nMWfOHFk0plxEtdjjCKjtwKCHqAqI9nmCuB5FJ4GKlofdyGh6vkFET8bQ0KDKgx75PtBSTk5OMDIyQlJSUrntYt3V1bXCv5k5c6asD1Qu8fHx1ZRaIqqIaI8nhIeH4/LlyxUudevWfazXEtd9RfmBct+jjhFtBCoq7RGYbxDpFq2t6hINFQMCArBv3z706tVL1bhZrI8bN67CvxHdV8VCRJpzAyM0bNjwmRsKBwUFyS7volen6Mou7N27V75ukyZNVMf89ttv5f5OHCO2PwzzDSLdorUlPoLoyr5y5UrZbVXcGYpurtnZ2Rg6dKi6k0ZElUyM0SO6oItH0b5PPBdLVlbppIedO3eWAc4bb7yBc+fOyS7q77//PsaOHasKXEaPHo0bN25g2rRpsgpt6dKl2LRpEyZNmqTmsyOiaqPQcosWLVJ4eXkpTE1NFW3atFGcOHHisf82PT1ddOWXj0RU/Z7kGhw8eLA89q/LgQMHVMfcvHlT0a1bN4WFhYXCyclJMWXKFEVhYWG51xHHt2jRQuYZdevWVaxatarK0kxEVeNZrkOtHsfnWYn6ejECrKiz53gcRNVP9JASjYXFODqi4bA2YL5BpN15h9a28akMmZmlk6OxlwaR+q9FbQl8mG8QaXfeodclPqIxtBjl1cbGpsL5tpQRpa7c2fF8NJ+undM/nY/IfkTG5e7uLgcg1Qb6lm/o4jnxfLT/fJ4l79DrEh/xn+Xh8c8jMYv/eF34MinxfDSfrp3To85HW0p69D3f0MVz4vlo9/k8bd6hHbdYRERERJWAgQ8RERHpDQY+jyDG/hBD6uvK4GU8H82na+eka+ejr+esa+fE89Hv89Hrxs1ERESkX1jiQ0RERHqDgQ8RERHpDQY+REREpDcY+BAREZHeYODzEEuWLEGdOnVgbm6OwMBAnDp1Ctpgzpw5aN26tRxV1tnZGb169UJMTEy5Y55//nk54mzZRcxaralmz579t/Q2atRItT8vL0/OwO3o6Ahra2v06dMHSUlJ0FTie/XX8xGLOAdt+HwOHz6Mnj17yhFTRdq2bt1abr/oLzFr1iy4ubnBwsICoaGhuHr1arljUlNTMWjQIDk4mZj3avjw4apZ1rUd8w7NoGv5hsC8A5WSdzDwqcDGjRsxefJk2Z3uzJkz8PPzQ5cuXZCcnAxNd+jQIXkRnDhxAnv37kVhYSE6d+6M7OzscseNHDkSCQkJqmXu3LnQZE2bNi2X3qNHj6r2TZo0Cdu3b8fmzZvl+YvpBHr37g1NFR4eXu5cxOck9O3bVys+H/FdEteE+IGviEjrwoULsXz5cpw8eRJWVlby+hE/NEoi44qKipLnvmPHDpkhjho1CtqOeYdm0aV8Q2DegcrJOyp/snjt16ZNG8XYsWNV68XFxQp3d3fFnDlzFNomOTlZDFegOHTokGrbc889p5gwYYJCW3z44YcKPz+/CvelpaUpTExMFJs3b1Ztu3z5sjznsLAwhTYQn0W9evUUJSUlWvf5iP/nLVu2qNbFObi6uirmzZtX7jMyMzNT/Pjjj3L90qVL8u/Cw8NVx+zatUthYGCguHPnjkKbMe/QHLqebwjMOxRPlXewxOcvCgoKEBERIYvYys7NI9bDwsKgbdLT0+Wjg4NDue3r1q2Dk5MTmjVrhpkzZyInJweaTBR3iuLRunXryog/Li5ObheflbgzLft5ieJsLy8vrfi8xPdt7dq1GDZsWLkJL7Xt81GKjY1FYmJiuc9DzKcjqnyUn4d4FEXUrVq1Uh0jjhfXmbjL01bMOzSPruYbAvOOp8879HqS0oqkpKSguLgYLi4u5baL9ejoaGgTMYv0xIkTERwcLC8CpYEDB6J27doyQzh//jymT58u6/J/+eUXaCLxxV+9ejV8fHxk0e1HH32E9u3b4+LFi/JCMTU1lRfDXz8vsU/TiTrutLQ0DBkyRGs/n7KU/+cVXT/KfeJRtCEpy9jYWP7AasNn9jDMOzSLLucbAvOOp887GPjoMFFfLy7ysvXaQtn6UF9fX9mQrFOnTrh+/Trq1asHTdOtWzfV8+bNm8sMTVzcmzZtkg3gtNm3334rz09kVNr6+ZDu0YW8Q5fzDYF5x9NjVddfiCJCIyOjv7XuF+uurq7QFuPGjZMNvw4cOAAPD49HHisyBOHatWvQBuIurWHDhjK94jMRRb7izkfbPq9bt27hjz/+wIgRI3Tm81H+nz/q+hGPf23sW1RUJHtraPpn9ijMOzSbruQbAvOOZ8s7GPj8hSj+DAgIwL59+8oV+4r1oKAgaDrRZkxkXFu2bMH+/fvh7e39j38TGRkpH8XdgTYQXRfFHYxIr/isTExMyn1eomhX1OVr+ue1atUqWWzbvXt3nfl8xPdNZEBlP4+MjAxZ/678PMSj+MER7SyUxHdVXGfKjFobMe/QbLqSbwjMOyKeLe+otCbaOmTDhg2yJfnq1atlK/JRo0Yp7O3tFYmJiQpNN2bMGIWdnZ3i4MGDioSEBNWSk5Mj91+7dk3x8ccfK06fPq2IjY1V/Prrr4q6desqOnTooNBUU6ZMkecj0nvs2DFFaGiowsnJSfY6EUaPHq3w8vJS7N+/X55XUFCQXDSZ6O0j0jx9+vRy27Xh88nMzFScPXtWLiILmT9/vnx+69Ytuf/zzz+X14tI+/nz5xUvv/yywtvbW5Gbm6t6ja5duyr8/f0VJ0+eVBw9elTRoEEDxYABAxTajnmH5tDFfENg3tH1mfMOBj4PsWjRIvnlMjU1lV1UT5w4odAG4stU0bJq1Sq5Py4uTl4IDg4OMoOuX7++YurUqYr09HSFpurXr5/Czc1Nfha1atWS6+IiVxIXxdtvv62oUaOGwtLSUvHKK6/IDFuT7dmzR34uMTEx5bZrw+dz4MCBCr9jgwcPVnVL/eCDDxQuLi7yHDp16vS387x//77MrKytrRW2traKoUOHykxRFzDv0Ay6mG8IzDvuP3PeYSD+qdwCKyIiIiLNxDY+REREpDcY+BAREZHeYOBDREREeoOBDxEREekNBj5ERESkNxj4EBERkd5g4ENERER6g4EPERER6Q0GPkRERKQ3GPgQERGR3jCGHhMzut69exc2NjYwMDBQd3KI9I6YMSczMxPu7u4wNNSO+zDmG0TanXfodeAjMi9PT091J4NI78XHx8PDwwPagPkGkXbnHU8c+Bw+fBjz5s1DREQEEhISsGXLFvTq1atcFPbhhx9i5cqVSEtLQ3BwMJYtW4YGDRqojklNTcX48eOxfft2Gan16dMHCxYsgLW1teqY8+fPY+zYsQgPD0fNmjXl8dOmTSuXls2bN+ODDz7AzZs35et/8cUXePHFFx/7XMQdm/I/ztbW9kn/K4joGWVkZMggQnktagPmG0TanXc8ceCTnZ0NPz8/DBs2DL179/7b/rlz52LhwoVYs2YNvL29ZWDSpUsXXLp0Cebm5vKYQYMGyaBp7969KCwsxNChQzFq1CisX79edUKdO3dGaGgoli9fjgsXLsj3s7e3l8cJx48fx4ABAzBnzhz06NFD/q0IwM6cOYNmzZo91rkoi6lF5sUMjEh9tKnKiPkGkZbnHYpnIP58y5YtqvWSkhKFq6urYt68eaptaWlpCjMzM8WPP/4o1y9duiT/Ljw8XHXMrl27FAYGBoo7d+7I9aVLlypq1KihyM/PVx0zffp0hY+Pj2r9tddeU3Tv3r1cegIDAxVvvfXWY6c/PT1dpkU8ElH108ZrUBvTTKRr0p/hOqzU1oSxsbFITEyUJTVKdnZ2CAwMRFhYmFwXj6LkplWrVqpjxPGiyuvkyZOqYzp06ABTU1PVMaLUKCYmBg8ePFAdU/Z9lMco36ci+fn5sjSp7EJERET6o1IDHxH0CC4uLuW2i3XlPvHo7Oxcbr+xsTEcHBzKHVPRa5R9j4cdo9xfEVEtJgIx5cIGikRERPpFO/qPVpKZM2ciPT1dtYjGiURU+Q5duYe8wmJ1J4OItEhBUQmuJGUiPbewSt+nUruzu7q6ysekpCS4ubmptov1Fi1aqI5JTk4u93dFRUWyp5fy78Wj+JuylOv/dIxyf0XMzMzkQkRV58LtdAxfHY7ajpb4eUw72Fv+r8qaiCivsBjXkrPkcjU5E1eTSp/fSs1BcYkCiwf6o0dzd+0IfEQvLhF47Nu3TxXoiHY0ou3OmDFj5HpQUJDs5i66wwcEBMht+/fvl4OCibZAymPee+892ePLxMREbhM9wHx8fFCjRg3VMeJ9Jk6cqHp/cYzYTkTqy9Amb4pEUYkCjVxtYWdRev0SkX7mB9fvZcnAJiapNMARgU5cag5k96gKWJsZIyO3qErT9cSBT1ZWFq5du1auQXNkZKRso+Pl5SUDkU8//VSOq6Pszi5GVlSO9dO4cWN07doVI0eOlF3VRXAzbtw49O/fXx4nDBw4EB999BGGDx+O6dOn4+LFi3Kcny+//FL1vhMmTMBzzz2H//73v+jevTs2bNiA06dP4+uvv66c/xkiemLz917B1eQsOFmb4ZNezbSqmzoRPR1RSnPzfjauJGYiOjFTVleJQOdmSjZKHhLg2FuaoKGzDeo5W6OhizXqO1ujgbMNXGzNqjzfeOLARwQXHTt2VK1PnjxZPg4ePBirV6+WgwyKsX7EeDuiZCckJAS7d+9WjeEjrFu3TgY7nTp1Ug1gKMb+URINj3///Xc5gKEoFXJycsKsWbNUY/gI7dq1k2P3vP/++3j33XdloLV169bHHsOHiCpX+M1UrDxyQz6f09sXDlas4iLSNanZBYhOyMBlEeQkZKgCnfyikgqPF6W+Pi42aOAiAhwbNBABjosNnKxN1XZjZCD6tENPiWo4EWSJhs4ciIzo6WXlF6HbgsOIT83FqwEe+E9fP529BrUxzURPU4oTm5KFqLsZuJyQicsi2EnIQHJmfoXHm5sYysBGBDny0bV0cbapmhKcZ7kO9XquLiKqHJ/tvCyDnlr2FpjVs4m6k0NETyC3oBiXEzNw6W6GDHQuJWQgJjEDeYUVl+J4OViisZsIbGzR+M8Ap7ajFYwMtaNqm4EPET2TA9HJ+PFUnHwuSnpszdmgmUiTS2ej7qTj4t0MXBSPd9JlA+SK2uJYmhqhkasNGrvZ/rmUBjuiAbI20+7UE5Ha6/un/nRePh8W7I2geo7qThIR/SXIuVBmiU3JrrBHlWhz08TdDk3dbf9c7FDbwRKGWlKK8yQY+BDRUxHNA2f+ch4pWfmyweK0rj7qThKR3sovKkZ0QibO3U7Dufh0nL+dhmv3sioMctztzNG0lh18a5UGOs1q2VVZWxxNxMCHiJ7KTxG3sScqCSZGBviyXwuYmxipO0lEenPTcet+Ds7GP0BkXBoi49Nku5zC4r9HOa625mjuURrk+HrYySBHDDehzxj4ENETi7ufg9nbouTziaENZWZKRFUjM69QluKciXuAs3EPZKDzIOfv0zrUsDRBcw97+HnYycfmnqIk539DyVApBj5E9ESKikvk6MzZBcVoXacGRj9XT91JItKp0hzRQ/L0rVRE3HogFzEY4F+rrEyNDdHM3RYtPGughVdpsCN6W+lLddWzYOBDRE9k2cHrOH3rgezZMf+1FlrThZVIU28kxDg5p26m4rRYbj3AvQrGyvGoYYGWXjXg72UvH0UvKxH80JNj4ENEj00UsX+176p8/tFLTeHpYKnuJBFpXSNkUW11KvY+Tsam4sytB7L0tCzRbk5UH7eqXQMBtWvIQMfZllVWlYWBDxE9luz8IkzccFaO6NqjuRt6t6yl7iQRacVEnWfj0nDixn25nI1PQ8FfpnewNTeWAU6rOg5oXcdBNkZmZ4Gqw8CHiB7LR9ujcPN+juwK+1kvX7YlIKqACGpEV/Lj1+/j+PUUnIn7e6AjelUFejugzZ+LmOZBF8fL0VQMfIjoH+08n4BNp29DxDrz+7WAnSVHZyYSSkoUsvHxsWspOHotBadiU5Hzl6orMUZO27qOCKzrIB/rOlnxxkGNGPgQ0SPdScuVAxUKbz9fT2bcuuLzzz/HzJkzMWHCBHz11VfqTg5piaSMPBy5moIjV+/JgCclq6DcfgcrUzmKeVBdR/nIQEezMPAhoocS7XkmbYhERl4R/Dzt5Zg9uiI8PBwrVqxA8+bN1Z0U0nCiqkr0uDp05Z5cohMzy+23MDGSpTnB9ZwQXN9Jzm/FqivNxcCHiB5q8f5rsputlakRFvZvARMj3eg+m5WVhUGDBmHlypX49NNP1Z0c0kAJ6bk4EH0PB2KScfxaSrmeV6Lwppm7HTo0dEJI/ZqyYTK7lmsPBj5EVKHwm6lYsO+KfP7ZK76o7WgFXTF27Fh0794doaGh/xj45Ofny0UpIyOjGlJI6mirI+a52h+djH2Xk+UUEH+dxLNDw5p4rmFNtG9QU1ZnkXZi4ENEf5OWU4CJGyJRooDstt7LX3e6rm/YsAFnzpyRVV2PY86cOfjoo4+qPF2knq7mR6+m4I/LSfjjcrKccLdsqY6/pz06+jjjeR9nOZknq690AwMfIvrbkPnTfz4vGzXXcbTExy83g66Ij4+XDZn37t0Lc/PHGxBONH6ePHlyuRIfT0/PKkwlVaX03ELsj07CnotJsr1ObuH/qrDEaOSiRKdTY2f56Kjnk3nqKgY+RFTO2hO3VLOuLx7YUv4Y6IqIiAgkJyejZcuWqm3FxcU4fPgwFi9eLKu0jIzKDxxnZmYmF9JeqdkF+D0qEb9dTJTtdYpEUeafxLhULzRxQWgTFwR6O7Ktjh7QnRyNiJ7ZpbsZ+GTnZfl8RrfGOjfreqdOnXDhwoVy24YOHYpGjRph+vTpfwt6SHs9yC7A7qhEOQZV2I37soeiUkMXa3Rp6ioXUYXFrub6pdJDW3H39MEHH8Db2xsWFhaoV68ePvnkE1l8riSez5o1C25ubvIY0cDw6tXS+X+UUlNTZa8LW1tb2NvbY/jw4bInRlnnz59H+/btZZG1KHqeO3duZZ8OkV5NSTFu/RnZdbdTI2cMC64DXWNjY4NmzZqVW6ysrODo6Cifk3bLzCvEzxG3MWTVKbT+7A/M/OWCHFRQBD1N3GwxtYsP/pj8HH6f9BymdPaRgT2DHv1T6SU+X3zxBZYtW4Y1a9agadOmOH36tLyjsrOzwzvvvCOPEQHKwoUL5TEiQBKBUpcuXXDp0iVVvbsIehISEmRdfGFhoXyNUaNGYf369ap69s6dO8ugafny5fIubtiwYTJIEscR0eMTNyPvb72IGynZcLMzx3/6+vEHgbSCCNRFW52tZ+/IRsr5ZaaHEMFODz83vNjMDXWcdKdXIj0bA0XZophK0KNHD7i4uODbb79VbevTp48s2Vm7dq3MYN3d3TFlyhT8+9//lvvT09Pl36xevRr9+/fH5cuX0aRJE9nrolWrVvKY3bt348UXX8Tt27fl34vg6r333kNiYiJMTUu7Fc6YMQNbt25FdHT0Y6VVBE8iIBPvL0qWiPTVpvB4TPv5PIwMDbBhVFs5UWJ10MZrUBvTrGvE78i52+mydGfH+bt4kFOo2le3phVe8nNHTz931KtprdZ0kmZeh5Ve4tOuXTt8/fXXuHLlCho2bIhz587h6NGjmD9/vtwfGxsrgxVRUqMkEh8YGIiwsDAZ+IhHUXKjDHoEcbyhoSFOnjyJV155RR7ToUMHVdAjiFIjUeL04MED1KhR429p43gcRH8Xk5iJWdsuyueTX2hYbUEP0ZNKzsjDL2fvYPPpeFy/l63aXtPGDC/7ucthF9hmh6o98BGlLiKgEI0FRUNB0ebns88+k1VXggh6BFHCU5ZYV+4Tj87OzuUTamwMBweHcseIarK/voZyX0WBD8fjIPp7u56x688gr7AE7Rs4Ycxz9dSdJKJyiopLcDDmHjaEx8tRlJWNlM1NDGXj5N4tPRBczxHGOjKqOGlh4LNp0yasW7dOtsURbXwiIyMxceJEWT01ePBgqBPH4yAqX13w3pYLuJacBRdbM3zZrwUHaCONIcaR2ngqDhtPxyMp438l9WJ6iL4BHuje3A025iZqTSNpp0oPfKZOnSpLfUSVleDr64tbt27J0hYR+Li6usrtSUlJsleXklhv0aKFfC6OEWNtlFVUVCR7ein/XjyKvylLua485q84HgfR/4g76K2Rd2W7nkUDWsKJg7WRBkwbceRaCn4IuyUHGVT2QBfTQ/RpWQv9WnuhvjPb7ZCGBT45OTmyLU5ZosqrpKS0pb2onhKByb59+1SBjih5EW13xowZI9eDgoKQlpYmBxsLCAiQ2/bv3y9fQ7QFUh4jGjeLHl8mJqVRv+gB5uPjU2E1FxH9z8U76fhwW5R8Lrr4tvFmux5Sbzf0zadv44cTtxCb8r+2O0F1HTEw0Audm7rAzJhjLJGGBj49e/aUbXq8vLxkVdfZs2dlw2bR1VwQjc5E1ZeYGLBBgwaq7uyiKqxXr17ymMaNG6Nr164YOXKk7Kougptx48bJUiRxnDBw4EDZXkeM7yMGHrt48SIWLFiAL7/8srJPiUjnhux/e93/xusZ1b6uupNEeirufg6+OxaLnyJuIyu/SG6zMTNGnwAPvN62Nkt3SDsCn0WLFslA5u2335bVVSJQeeutt+SAhUrTpk1Ddna2HG9HlOyEhITI7upl584R7YREsCNGWhUlSKJLvBj7p2xPsN9//13OsixKhZycnOR7cAwfoke36/n35nOIS82BRw0LzH+N7Xqo+p2Je4CvD93A75cSVdVZIsgZ3K4OevvXgpUOTZNCejCOjzbheBykb5Yfuo7Pd0XD1MgQP49pB18P9U5JoY3XoDamWROInxrRK2v5wRs4dTNVtV1MBjosxBsdGjixGzpp5zg+RKSZjl9PwdzdpYN7zurZRO1BD+kH0f1818UELDlwHZcTSsdOExPgvtyiFkZ1qIuGLjbqTiLpGQY+RHogMT0P7/x4VlYr9G5ZC4MCvdSdJNKDgEeMqrxo/zU5ZIJgZWqEQW1rY1iwN1zt/te0gag6MfAh0nGiEfOYdRFIySpAI1cbfNbLl1UKVKVd0ndcSMCCP66oRle2NTfG0GBvDA2uA3vL/422T6QODHyIdNynOy/hbFya/PFZ8UYALEzZLZiqpg3P/uhkzNsTg+jETLnNzsJEVme9GVSbgw2SxmDgQ6TDxCSO34fdks+/6t8CtR05QzVVvohbD/D5rssIv/lA1SV9RPu6GBZShwEPaRwGPkQ6PEjhu1suyOcTOjXAvxqVnx+PqDLG4flidzR2XkiQ62bGhhgSXEfO+cYqLdJUDHyIdFBqdgHe+iEC+X8OUigCH6LKIgYbXLz/Gr47GouC4hKIJmNi/qxJLzSEm52FupNH9EgMfIh0cDbrcevPyEkevZ2sMJ+Tj1IltuPZGnkH//dbNO5llk4cGlLfCe91b4zGbhzTiLQDAx8iHTNnVzSOX78PS1Mj2ZhZNDAlelZXkjLx/paLqsEH6zha4oMeTfCvRs7sJUhahYEPkQ7ZcvY2vj0aK5/Pf82Pg8PRM8srLMai/Vex4tANFJUoYGFihHH/qo8R7b05cShpJQY+RDri/O00TP+5tDHzuI710bWZm7qTRFru5I37mPHLBdWM6S80ccHsl5qilj3b8ZD2YuBDpAOSM/Mw6vsIOVhhaGNnTH6hobqTRFosp6BIzummHArBxdYMH73UDF2buao7aUTPjIEPkZbLLyrG6B8ikJiRJ2e4/pKNmekZRNxKxeRN53Drfo5cH9DGEzNfbAxbjsdDOoKBD5GW97J595eLOPPnyMwr32zFAePoqRQWl2DRvqtYfOCanNPNzc4cc19tjvYNaqo7aUSVyrByX46IqtM3R2Lx85nbMDI0wJJBLWX3dXq0ZcuWoXnz5rC1tZVLUFAQdu3aBX12+0EO+q0Iw8L9pUFPb/9a2DOpA4Me0kks8SHSUvujkzBn12X5/P3ujfkj9Zg8PDzw+eefo0GDBrLEbM2aNXj55Zdx9uxZNG3aFPpmT1Qipm4+h4y8ItiYG+P/XvFFTz93dSeLqMow8CHS0jFV3vkxUt6dizYYQ9rVUXeStEbPnj3LrX/22WeyFOjEiRN6FfiIgS7FhKIrDt+Q6y087bFogD88HSzVnTSiKsXAh0jL3M/Kx/A14XLagEBvB9nbhgPIPZ3i4mJs3rwZ2dnZssqrIvn5+XJRysjIgC5MaTJ23RmE3bgv10eEeGN6t0YwMWLrB9J9DHyItGwwuVE/RCA+NRdeDpZY/noATI35Y/WkLly4IAOdvLw8WFtbY8uWLWjSpEmFx86ZMwcfffQRdMXlhAyM/P40bj/IhZWpEeb19cOLvhzzifQHc0wiLSHao8z85QIibj2QbTG+G9IaNaw4A/bT8PHxQWRkJE6ePIkxY8Zg8ODBuHTpUoXHzpw5E+np6aolPj4e2twurM+y4zLoqe1oiS1jgxn0kN6pksDnzp07eP311+Ho6AgLCwv4+vri9OnT5TLwWbNmwc3NTe4PDQ3F1atXy71GamoqBg0aJHtd2NvbY/jw4cjKyip3zPnz59G+fXuYm5vD09MTc+fOrYrTIdIIC/ddw5azd2QPrmWDAuSYPfR0TE1NUb9+fQQEBMgSHT8/PyxYsKDCY83MzFQ9wJSLNlpz/CZGrDmNnIJitKvniF/HBnNKE9JLlR74PHjwAMHBwTAxMZFdRMVd1H//+1/UqFFDdYwIUBYuXIjly5fLOy4rKyt06dJFFjsriaAnKioKe/fuxY4dO3D48GGMGjWqXD17586dUbt2bURERGDevHmYPXs2vv7668o+JSK1+zXyDr7844p8/vHLTRHSwEndSdIpJSUl5drx6BJxo/nF7mh8uC1KNobv18oTa4a1gb0lSwtJTykq2fTp0xUhISEP3V9SUqJwdXVVzJs3T7UtLS1NYWZmpvjxxx/l+qVLlxQiaeHh4apjdu3apTAwMFDcuXNHri9dulRRo0YNRX5+frn39vHxeey0pqeny/cRj0Sa6lTsfUWDd39T1J6+Q/HZzksKXaKOa3DGjBmKQ4cOKWJjYxXnz5+X6yJv+f3333Uu3ygsKlZM3RwpvztiWbTvisyDibTds1yHlV7is23bNrRq1Qp9+/aFs7Mz/P39sXLlStX+2NhYJCYmyuotJTs7OwQGBiIsLEyui0dRvSVeR0kcb2hoKEuIlMd06NBBFlkriVKjmJgYWepUEXFHJ0qKyi5EmkxMDikaohYUl6BLUxfM6NpI3UnSesnJyXjzzTdlO59OnTohPDwce/bswQsvvABdG4l5wsZIbDp9G2IGky/6+GLcvxqwByDpvUrv1XXjxg05JsbkyZPx7rvvykzlnXfekQGKaEAogh7BxcWl3N+JdeU+8SiCpnIJNTaGg4NDuWO8vb3/9hrKfWWr1nS1dwbpNtHleOiqU0jLKYSfpz2+6ufPObgqwbfffgt9mL9t7Lqz+ONyEkyMDLBoQEtOMEr0J8OqqCtv2bIl/u///k+W9oh2OSNHjpTtedRNl3pnkO53Wx+xJhw37+fAo4YFvnmzFSxMjdSdLNKSkp5x60uDHjNjQ3z9ZisGPURVGfiInlp/HQ+jcePGiIuLk89dXUsvwKSkpHLHiHXlPvEoiqPLKioqkj29yh5T0WuUfQ9d7Z1Buq24RIGJGyLlxKN2FiZYPbQ1atqYqTtZpCWjMU/YcBZ7LyXJ8Z2+HdwaHX3Kl54T6btKD3xEjy7RzqasK1euyN5XgqieEoHJvn37VPtFWxvRdkc5cqp4TEtLk721lPbv3y9Lk0RbIOUxoqdXYWGh6hjRA0zU21dUzUWkLT1wPtlxCbujEmFqZChnW6/vzC7H9PjjPP12ofS78/UbAez9R1Qdgc+kSZPknDeiquvatWtYv3697GI+duxYuV80rJs4cSI+/fRT2RBajKAqGhq6u7ujV69eqhKirl27yiqyU6dO4dixYxg3bhz69+8vjxMGDhwo2w2J8X1Et/eNGzfKcThE2yIibfX14RtYffymfP7f1/zQxttB3UkiLfHF7hhsjihtyLx4oD+eZ0kPUcWqopvZ9u3bFc2aNZNd1Bs1aqT4+uuvy+0X3Sk/+OADhYuLizymU6dOipiYmHLH3L9/XzFgwACFtbW1wtbWVjF06FBFZmZmuWPOnTsnu86L16hVq5bi888/f6J0alO3VNJ9W87cVnU7Xnn4ukIfaOM1qIlpXnX0huq7s/FUnLqTQ6TR16GB+Ad6SlSxia70oqEz2/uQOh2+cg/DVoejqESB4SHe+KBHxfNG6RptvAY1Lc1iGgoxIrMYnHBqFx+M7Vhf3Uki0ujrkHN1EanZ+dtpGL02QgY9L/m5470XG6s7SaRFE46OX39WNSLz28/XU3eSiDQeAx8iNbpxLwtDVoXL+ZNC6jvhP339OFYPPZb0nEK89UMEsguKEVTXEZ/0asbBCYkeAwMfIjVJysjDG9+ekgMV+tayw/I3AmQXZKJ/UlKiwISNZxGXmgNPBwsse70lvztEj4lXCpEapOUU4I1vT+JOWi68naywamhrWJtV+kDqpKMW7b+GgzH35ACFywYFcMJRoifAwIeommXnF8nqrStJWXCxNcP3w9rAyZoDFNLjCb+ZigX7rsjnn73ii2a17NSdJCKtwsCHqJrnUBINmSPjS0dl/n5YIDwdLNWdLNKidj1iVG/RmLm3fy28GuCh7iQRaR0GPkTVOZ3Aj5E4cjUFlqZGsnrLx5WjMtPj++DXi7J6tLajJT7u1UzdySHSSgx8iKqpMer0ny+Um4qipRenVqHHtycqEdvO3YWRoQEW9PdnmzCip8TAh6iKiTFCP9wWhZ/P3JY/WosG+iO4PudQoidrDP/elovy+Vsd6qKFp726k0SktRj4EFVx0CPmUPrhxC2IIVb+29cPXZq6qjtZpGU+3nEJKVn5qO9sjXc6NVB3coi0GgMfoiq0YN9VLD90XT7/rJcvevnXUneSSMucvHEfv5y5IwPnea82h7mJkbqTRKTVGPgQVRER8Hz1x1X5XMy9NTDQS91JIi1sEC+qSYUBbbzgz3ZhRM+MgQ9RFfjmyA18vitaPhcTR4qJR4melKgijU7MhL2lCaZ29lF3coh0AgMfokq25vhNfLrzsnwu2mNwtmx62gbNX+4tHahwWpdGqGHF0ZmJKgMDH6JK9EPYTVXVhJgpe1IoG6LS01l28Doy8orQyNUG/Vp7qjs5RDqDgQ9RJVZLfPBrlKrLsaji4mzZ9DQS0nOx+vhN+XxaVx85DAIRVQ4GPkSVVNLzwdbScVZGdaiLGd0aMejRUHPmzEHr1q1hY2MDZ2dn9OrVCzExMdAkC/64ivyiErSp44COPs7qTg6RTmHgQ/SMvhdBz58lPSPbe2Mmgx6NdujQIYwdOxYnTpzA3r17UVhYiM6dOyM7OxuaID41B5sjbqtKe/hdIqpcHPOc6Bl8dzRWDi6nrN5iSY/m2717d7n11atXy5KfiIgIdOjQAeq24vB1FJco0L6BE1rVcVB3coh0DgMfoqf09eHr+L/fSrusj36uHqbz7lwrpaeny0cHh4qDjPz8fLkoZWRkVFla7mXmY9Pp0tKet59nb0Airazq+vzzz+WPwcSJE1Xb8vLyZFGzo6MjrK2t0adPHyQlJZX7u7i4OHTv3h2Wlpbybmzq1KkoKioqd8zBgwfRsmVLmJmZoX79+vLOjag6LN5/VRX0vPOv+gx6tFRJSYnMm4KDg9GsWbOHtgmys7NTLZ6eVdfD6rtjsSgoKpFzcbWty9IeIq0LfMLDw7FixQo0b9683PZJkyZh+/bt2Lx5s6xvv3v3Lnr37q3aX1xcLIOegoICHD9+HGvWrJFBzaxZs1THxMbGymM6duyIyMhImXmNGDECe/bsqcpTIj0n5t6auzsa//m9dHyVKS80xOTODHq0lbgBu3jxIjZs2PDQY2bOnClLhZRLfHx8laQlK78Ia8NuqYZC4HeKqIooqkhmZqaiQYMGir179yqee+45xYQJE+T2tLQ0hYmJiWLz5s2qYy9fvqwQSQkLC5Prv/32m8LQ0FCRmJioOmbZsmUKW1tbRX5+vlyfNm2aomnTpuXes1+/foouXbo8dhrT09Pl+4pHon9SXFyi+PDXi4ra03fI5etD19WdJK2nzmtw7NixCg8PD8WNGzc0Is0/hN2U36uO8w7I7xoRVc11aFiVd1KiRCY0NLTcdtGAUPSiKLu9UaNG8PLyQlhYmFwXj76+vnBxcVEd06VLF1m3HhUVpTrmr68tjlG+RkVEPb14jbIL0eMQjU2n/3xeNbbKJ72aYWSHuupOFj1lqd24ceOwZcsW7N+/H97e3hqRprUnSkt7BrWtDUOO20OkXY2bRbHxmTNnZFXXXyUmJsLU1BT29vbltosgR+xTHlM26FHuV+571DEimMnNzYWFhUWFdfUfffRRJZwh6ZP8omJM2hiJ3y4kQvwe/aevH3q39FB3sugZbsrWr1+PX3/9VY7lo8xTRPudivKN6nAmLk3OyWVmbIg+LWupJQ1E+qLSS3xE/feECROwbt06mJubQ5NUV1096Y7s/CKMWHNaBj2mRoZYOqglgx4tt2zZMnn9P//883Bzc1MtGzduVFua1v1Z2tPTzx32lpyTi0irSnxEVVZycrLsbVW2sfLhw4exePFi2fhYNFpOS0srV+ojenW5urrK5+Lx1KlT5V5X2eur7DF/7Qkm1m1tbR961yZ6f4mF6HE8yC7A0NXhiIxPg6WpEb5+oxVCGjipO1lUCdVKmjYZ6Y4LCfL5oEAvdSeHSOdVeolPp06dcOHCBdnTSrm0atUKgwYNUj03MTHBvn37VH8jhosX3deDgoLkungUryECKCUxwqoIapo0aaI6puxrKI9RvgbRs86V1HdFmAx67CxMsHZEIIMeqhKiNFF0YReTkYpu7ESkZSU+os78r+NhWFlZyTF7lNuHDx+OyZMnywHDRDAzfvx4GbC0bdtW7hfDx4sA54033sDcuXNlHfz7778v6+aVJTajR4+WJUjTpk3DsGHDZCPFTZs2YefOnZV9SqRnriZlYvB3p3A3PQ+utub4YXgbNHCxUXeySEdtO3dHPvbyr8Uu7ES6OnLzl19+CUNDQzlwoehpJXpjLV26VLXfyMgIO3bswJgxY2RAJAKnwYMH4+OPP1YdI3piiCBHjAm0YMECeHh44JtvvpGvRfS0Im6lYtjq00jPLUTdmlb4flgbeNSwVHeySEclZeThZGyqfN7d103dySHSCwaiTzv0lOgBJnpyiIaOouSJ9NueqES88+NZOSu2v5c9vhvcGjWs2NC0KmnjNViZaVbO9dbSyx6/vB1caWkk0nUZz3Adcq4uIgA/hN3Eh9uiUKIAOjVyxqKB/rA05eVBVWvbubvy8SU/d3UnhUhvMGcnvVZSosDnu6Px9eEbcn1AG0988nIzGBtV+TR2pOfiU3Nk43kxNtSLzVnNRVRdGPiQ3sorLMaUTeew88+uxGLerXH/qs8GplQt/rhcOhxHG28HONto1phnRLqMgQ/ppZSsfIz8/jTOxqXBxMgAc19tjlf8OTAhVZ9DV+7Jx44+zupOCpFeYeBDeudKUiaGrQ7H7Qe5coye5a8HIKieo7qTRXpW2njixn35/HkGPkTVioEP6ZWDMckYv/4sMvOLUNvREt8NaY16Na3VnSzSM6diU5FXWCLHiWrowu8fUXVi4EN6QYzasOrYTXy685LsuSXaVax4PYDd1Umt1VzPNazJNmVE1YyBD+nF7OqztkZh4+nSSWn7Bnjgs1d8YWrMnlukvpJH4TmfmupOCpHeYeBDOi05Mw9j1p5BxK0Hstvwuy82xvAQb95lk1q7sV+/lw0jQwME1+f8b0TVjYEP6axz8WkYvTYCCel5sDE3xsIB/uxBQ2p3/HqKfPT3tJeN64moejHwIZ20+XQ83tt6Uc56Xa+mFVa+2Qp12YiZNMCZW2nyUbQzI6Lqx8CHdK49zyc7LmHtiTi5HtrYBfP7+cHWnHfWpBnOxj+Qj/5eNdSdFCK9xMCHdEZCeq5szyOmARAmhjbAO/9qAEPRuIdIA2TkFeJqcpZ83sLTXt3JIdJLDHxIJxy5eg8TNkQiNbsAtubGWNDfHx0bsT0PaZbz8elQKABPBwvUtDFTd3KI9BIDH9JqxSUKLNp/FQv2XZU/KE3dbbFsUAC8HC3VnTSivzkb92c1lyeruYjUhYEPaa17mfmYuPEsjl0rHfq/f2tPzH6pKcxNjNSdNKIKKath/b1YzUWkLgx8SCsdvZqCiRsj5WSjFiZG+LRXM/QJ4CSjpNmjh59VBT4s8SFSFwY+pFUKi0vw5d4rWHbouqza8nGxwZJB/qjvbKPupBE9UlxqjmyDJkYMb+Jmq+7kEOktjtlPWiPufg76Lg/D0oOlQc+ANl74dVwwgx56IocPH0bPnj3h7u4uR/DeunVrtbzv2bjS0p5m7racLoVIjXj1kVZUEfwccRsvLjwi20iIXltLBrbEnN6+bM9DTyw7Oxt+fn5YsmRJtb7v5YQM+ehby65a35eIqjjwmTNnDlq3bg0bGxs4OzujV69eiImJKXdMXl4exo4dC0dHR1hbW6NPnz5ISkoqd0xcXBy6d+8OS0tL+TpTp05FUVFRuWMOHjyIli1bwszMDPXr18fq1asr+3RIzdJyCjDux7OYsvkcsvKL0LpODeya2AHdm7upO2mkpbp164ZPP/0Ur7zySrW+7/V7peP31HfmCOJEOhX4HDp0SAY1J06cwN69e1FYWIjOnTvLuyylSZMmYfv27di8ebM8/u7du+jdu7dqf3FxsQx6CgoKcPz4caxZs0YGNbNmzVIdExsbK4/p2LEjIiMjMXHiRIwYMQJ79uyp7FMiNTl05R66fHUYO88nyAkd/925ITaMCkItewt1J430SH5+PjIyMsotT+PGvdI8sB6nTiFSL0UVS05OVoi3OXTokFxPS0tTmJiYKDZv3qw65vLly/KYsLAwuf7bb78pDA0NFYmJiapjli1bprC1tVXk5+fL9WnTpimaNm1a7r369eun6NKly2OnLT09Xb6veCTNkZVXqHj3l/OK2tN3yKXjfw4oIuMeqDtZVAXUfQ2K996yZcsjj/nwww/lcX9dniTN+YXFirozd8rvc2J6biWknEi/pT9D3lHlbXzS09Plo4ND6YR8ERERshQoNDRUdUyjRo3g5eWFsLAwuS4efX194eLiojqmS5cu8k4rKipKdUzZ11Aeo3yNqrxzo6qdubrrgsNYd7J0rq0h7epg5/j28OPw/qQmM2fOlPmYcomPj3/i14hLzZaDbVqbGcOZIzYT6W539pKSElkFFRwcjGbNmsltiYmJMDU1hb19+R8yEeSIfcpjygY9yv3KfY86RgQzubm5sLCwqLD90UcffVTJZ0mVITOvEF/sjlZNLiqqs+a92hzt6jupO2mk50QbQrE8i2vJpdVcdWtayZ5kRKSjgY9o63Px4kUcPXoUmnLnNnnyZNW6CJI8PT3VmiYCDsQk471fLuBuep5cHxTohRndGsGGM6qTjriRUtqwme17iHQ48Bk3bhx27Nghx8zw8PjfiLqurq6y0XJaWlq5Uh/Rq0vsUx5z6tSpcq+n7PVV9pi/9gQT67a2thWW9lTWnRtVHjHlxCc7LmHbubty3cvBEp/39mUpD1WprKwsXLt2rVxHCdFBQlTHiyr3qnD9zxKfejWtquT1iejxVXobH9FeUAQ9W7Zswf79++Ht7V1uf0BAAExMTLBv3z7VNtHdXXRfDwoKkuvi8cKFC0hOTlYdI3qIiaCmSZMmqmPKvobyGOVrkOYqKVFgY3gcQucfkkGPoQEwPMQbuye2Z9BDVe706dPw9/eXiyBKgcXzsr1Gq6orO0t8iHSwxEdUb61fvx6//vqrHMtH2SbHzs5OlsSIx+HDh8vMRtxhiWBm/PjxMmBp27atPFZ0fxcBzhtvvIG5c+fK13j//fflaytLbEaPHo3Fixdj2rRpGDZsmAyyNm3ahJ07d1b2KVEliknMxHtbLuD0rdJZqsXQ/Z/38UVzDzZepurx/PPPyxu06iLeSxn41GXgQ6R7gc+yZctUmUtZq1atwpAhQ+TzL7/8EoaGhnLgQtHTSvTGWrp0qepYIyMjWU02ZswYGRBZWVlh8ODB+Pjjj1XHiJIkEeSIMYEWLFggq9O++eYb+VqkecTgg1/tvYJVx2/K3i2WpkaY/EJD2WvL2IgDiJPuSskqQGZekSzZrO1oqe7kEOk9A9GnHXpKNG4WJVCii6ooeaKqqdbaGnkHc3ZFyzY9QtemrpjVswncORCh3tPGa/BJ03zixn30//qEDHoOTe1YLWkk0nUZz5B3cHZ2qjJn4x7g4x2XVJMz1nG0xOyXmuJ5H2d1J42o2qiquZzYsJlIEzDwoUp3Ny0X8/bEYMvZO3JdVGuN+1d92YDZzJiTipJ+if1zqgq27yHSDAx8qNJk5BVi+cHr+PZoLPKLSuS2Pi09MK2rD1xszdWdPCK1SP6zitfNjtcAkSZg4EPPLL+oGOtOxGHR/qt4kFMot7XxdsD73RuztxbpvZSs0sDHyZpjiBFpAgY+9NSKikvwy9k7WPDHVdxJy1UNyT+9ayN0buLCofmJygQ+NTlHF5FGYOBDT0x0R99x/q4MeG6klLZfcLE1w4RODfFaKw92Tyf6S3d2gSU+RJqBgQ89ccCzaP81XEsu7alSw9IEY56vhzeD6sDchA2XicoqLC5BarYy8DFVd3KIiIEPPW7mvfXsHSw9eB2xf5bw2JobY2T7uhga4g1rM36NiCqiDHqMDA1Qw5KBD5Em4C8WPVR2fhE2nY7HysM3VDOn21uaYFiwN4YE14EtZ08neiTloJ2OVqYwFEM3E5HaMfChv0nOyMOasJtYeyIO6bmFqvYJI9p74/W2tVnCQ/SY7rFHF5HG4S8YqVy4nY5Vx2Kx/fxdFBYrVKMtj+xQV47HwzY8RE8m5c8SHyf26CLSGAx89FxeYTF2XUzA92G3VFNLCAG1a8g2PC80cZHtE4joWXp0sX0PkaZg4KOnbtzLwobweGw+Ha8adNDEyADdfd0wNNgbfp4ceJDoWXEMHyLNw8BHzxor/3YhAZsjbuNUbKpqu7udOQa08UL/Nl7MoImqoHFzTbbxIdIYDHz0YHTlsBv3seXMHeyOSkROQbHcLmqvOvo4y2Cno09NDjpIVAU4XQWR5mHgo4NKShSIiHuAHefuYueFBFU7A2Vj5b6tPNG7ZS242VmoNZ1Euo6BD5HmYeCjQ4MMhsemylKd36OSkJhROu6OcnTl7s3d8Iq/B1p62XMOLaJqorzpYBUykeZg4KPFHmQX4PDVe9gfnYwD0cnIyCtS7bMxM8YLTV3Qo7kb2jeoCRNWZRFVK05XQaSZGPhokYKiEkTGp+HotRQcvnIP52+noaR0uB3JwcoUoY2d0bWZK4LrO8HMmOPuEKkLp6sg0kwMfDR8jJ1z8WkIv5mKk7GpiLj1QNU4WamRqw2e93GWAY+/Vw2OuUOkYT26xA0Jp6sg0hxaH/gsWbIE8+bNQ2JiIvz8/LBo0SK0adMG2tgg+UZKNi7eSZelOmfj03DpbrpqBGUlMedPUD1HdGhQEyENnOBuzwbKRJqYdyinq2BXdiLNotWBz8aNGzF58mQsX74cgYGB+Oqrr9ClSxfExMTA2dkZmkihUMgGj9fvZeFqUiZikjJxOUEsGX8rzVE2imxdpwYCvR3RxtsBPi42vHsk0oK8g9NVEGkmrQ585s+fj5EjR2Lo0KFyXWRiO3fuxHfffYcZM2aoLbARE3smZeQjIT0XCel5uP0gB/Gpubh5PxuxKdnILNMIuSxzE0M0dbeDby07+HvZw9+zBjwdLNgLi0gL8w5OV0GkmbQ28CkoKEBERARmzpyp2mZoaIjQ0FCEhYVV2vvcz8rH75eSZA8NUe2UX1SMvIJiZIslv0gGMSLQeZBTIBsz3s8ukI2QH0XEMbXsLWTpTUNXG9lOp4mbLbydrDiQIJGO5B2q6SpY1UWkUbQ28ElJSUFxcTFcXFzKbRfr0dHRFf5Nfn6+XJQyMjL+8X3upOVi5i8Xnjh9dhYmcLMzl4tHDUtZclPb0Qq1HS1Rx9GKM50TaUne8TT5RrnpKljVRaRRtDbweRpz5szBRx999ER/I7qhhjZ2gamxAYwNDWFmbAgLUyO5WJsaw9rcGPaWJrC3MJW9N8QiMjoGNkT6m28IzT3sZKlwAxebKkkXEelZ4OPk5AQjIyMkJSWV2y7WXV1dK/wbUbQtGjSWvXPz9PR85Pt4Oljim8GtKinVRKRtecfT5BvCiPZ15UJEmkVrG5SYmpoiICAA+/btU20rKSmR60FBQRX+jZmZGWxtbcstRKRfnjTvYL5BpFu0tsRHEHdhgwcPRqtWreT4G6JLanZ2tqqnBhFRRZh3EOkvrQ58+vXrh3v37mHWrFlyELIWLVpg9+7df2u0SERUFvMOIv1loBADz+gpUVdvZ2eH9PR0Fl8TqYE2XoPamGYiXZPxDNehVpf4PCtlzPe43VOJqHIprz1tuv9ivkGk3XmHXgc+mZmZ8vFxemgQUdVei+LuTRsw3yDS7rxDr6u6RE+Ou3fvwsbGpsJpIZTdVuPj43WiSJvno/l07Zz+6XxE9iMyLnd3dzl6sjbQt3xDF8+J56P95/MseYdel/iI/ywPD49/PE7XurDyfDSfrp3To85HW0p69D3f0MVz4vlo9/k8bd6hHbdYRERERJWAgQ8RERHpDQY+jyBGbP3www/loy7g+Wg+XTsnXTsffT1nXTsnno9+n49eN24mIiIi/cISHyIiItIbDHyIiIhIbzDwISIiIr3BwIeIiIj0BgOfh1iyZAnq1KkDc3NzBAYG4tSpU9AGc+bMQevWreWoss7OzujVqxdiYmLKHfP888/LEWfLLqNHj4ammj179t/S26hRI9X+vLw8jB07Fo6OjrC2tkafPn2QlJQETSW+V389H7GIc9CGz+fw4cPo2bOnHDFVpG3r1q3l9ov+EmLWczc3N1hYWCA0NBRXr14td0xqaioGDRokByezt7fH8OHDkZWVBV3AvEMz6Fq+ITDvQKXkHQx8KrBx40ZMnjxZdqc7c+YM/Pz80KVLFyQnJ0PTHTp0SF4EJ06cwN69e1FYWIjOnTsjOzu73HEjR45EQkKCapk7dy40WdOmTcul9+jRo6p9kyZNwvbt27F582Z5/mI6gd69e0NThYeHlzsX8TkJffv21YrPR3yXxDUhfuArItK6cOFCLF++HCdPnoSVlZW8fsQPjZLIuKKiouS579ixQ2aIo0aNgrZj3qFZdCnfEJh3oHLyDtGdncpr06aNYuzYsar14uJihbu7u2LOnDkKbZOcnCyGK1AcOnRIte25555TTJgwQaEtPvzwQ4Wfn1+F+9LS0hQmJiaKzZs3q7ZdvnxZnnNYWJhCG4jPol69eoqSkhKt+3zE//OWLVtU6+IcXF1dFfPmzSv3GZmZmSl+/PFHuX7p0iX5d+Hh4apjdu3apTAwMFDcuXNHoc2Yd2gOXc83BOYdiqfKO1ji8xcFBQWIiIiQRWxl5+YR62FhYdA26enp8tHBwaHc9nXr1sHJyQnNmjXDzJkzkZOTA00mijtF8WjdunVlxB8XFye3i89K3JmW/bxEcbaXl5dWfF7i+7Z27VoMGzas3ISX2vb5KMXGxiIxMbHc5yHm0xFVPsrPQzyKIupWrVqpjhHHi+tM3OVpK+YdmkdX8w2BecfT5x16PUlpRVJSUlBcXAwXF5dy28V6dHQ0tImYRXrixIkIDg6WF4HSwIEDUbt2bZkhnD9/HtOnT5d1+b/88gs0kfjir169Gj4+PrLo9qOPPkL79u1x8eJFeaGYmprKi+Gvn5fYp+lEHXdaWhqGDBmitZ9PWcr/84quH+U+8SjakJRlbGwsf2C14TN7GOYdmkWX8w2BecfT5x0MfHSYqK8XF3nZem2hbH2or6+vbEjWqVMnXL9+HfXq1YOm6datm+p58+bNZYYmLu5NmzbJBnDa7Ntvv5XnJzIqbf18SPfoQt6hy/mGwLzj6bGq6y9EEaGRkdHfWveLdVdXV2iLcePGyYZfBw4cgIeHxyOPFRmCcO3aNWgDcZfWsGFDmV7xmYgiX3Hno22f161bt/DHH39gxIgROvP5KP/PH3X9iMe/NvYtKiqSvTU0/TN7FOYdmk1X8g2Becez5R0MfP5CFH8GBARg37595Yp9xXpQUBA0nWgzJjKuLVu2YP/+/fD29v7Hv4mMjJSP4u5AG4iui+IORqRXfFYmJiblPi9RtCvq8jX981q1apUstu3evbvOfD7i+yYyoLKfR0ZGhqx/V34e4lH84Ih2FkriuyquM2VGrY2Yd2g2Xck3BOYdEc+Wd1RaE20dsmHDBtmSfPXq1bIV+ahRoxT29vaKxMREhaYbM2aMws7OTnHw4EFFQkKCasnJyZH7r127pvj4448Vp0+fVsTGxip+/fVXRd26dRUdOnRQaKopU6bI8xHpPXbsmCI0NFTh5OQke50Io0ePVnh5eSn2798vzysoKEgumkz09hFpnj59ernt2vD5ZGZmKs6ePSsXkYXMnz9fPr9165bc//nnn8vrRaT9/Pnzipdfflnh7e2tyM3NVb1G165dFf7+/oqTJ08qjh49qmjQoIFiwIABCm3HvENz6GK+ITDv6PrMeQcDn4dYtGiR/HKZmprKLqonTpxQaAPxZapoWbVqldwfFxcnLwQHBweZQdevX18xdepURXp6ukJT9evXT+Hm5iY/i1q1asl1cZEriYvi7bffVtSoUUNhaWmpeOWVV2SGrcn27NkjP5eYmJhy27Xh8zlw4ECF37HBgweruqV+8MEHChcXF3kOnTp1+tt53r9/X2ZW1tbWCltbW8XQoUNlpqgLmHdoBl3MNwTmHfefOe8wEP9UboEVERERkWZiGx8iIiLSGwx8iIiISG8w8CEiIiK9wcCHiIiI9AYDHyIiItIbDHyIiIhIbzDwISIiIr3BwIeIiIj0BgMfIiIi0hsMfIiIiEhvMPAhIiIivcHAh4iIiKAv/h+nkLD4ct2/XQAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 63
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T12:49:02.213189Z",
     "start_time": "2025-01-06T12:49:01.994384Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# add_subplot 方法----给 figure 新增子图\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "x = np.arange(1, 100)\n",
    "#新建 figure 对象\n",
    "fig = plt.figure(figsize=(20, 10), dpi=80)\n",
    "#新建子图 1， (2,2,1)表示窗口被分为两行两列，当前位置为1\n",
    "ax1 = fig.add_subplot(2, 2, 1)\n",
    "ax1.plot(x, x)\n",
    "#新建子图 2\n",
    "ax2 = fig.add_subplot(2, 2, 2)\n",
    "ax2.plot(x, x ** 2)\n",
    "ax2.grid(color='r', linestyle='--', linewidth=1, alpha=0.3)\n",
    "# 新建子图3，绘制网格\n",
    "ax3 = fig.add_subplot(2, 2, 3)\n",
    "ax3.plot(x, np.log(x))\n",
    "#新建子图4\n",
    "ax4=fig.add_subplot(2,2,4)\n",
    "ax4.plot(x,-x)\n",
    "plt.show()"
   ],
   "id": "be253b673471af6c",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 4 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 84
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 8. 绘制散点图",
   "id": "6d5d67b1d69026a2"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T13:13:35.103511Z",
     "start_time": "2025-01-06T13:13:34.984737Z"
    }
   },
   "cell_type": "code",
   "source": [
    "'''题干 3 月份每天最高气温\n",
    "a =\n",
    "[11,17,16,11,12,11,12,6,6,7,8,9,12,15,14,17,18,21,16,17,20,14,15,15,15,19,21,22,22,22,23]\n",
    "'''\n",
    "from matplotlib import pyplot as plt\n",
    "from matplotlib import font_manager\n",
    "y = [11, 17, 16, 11, 12, 11, 12, 6, 6, 7, 8, 9, 12, 15, 14, 17, 18, 21, 16, 17, 20, 14,15, 15, 15, 19, 21, 22, 22, 22,23]\n",
    "x = range( 1, 32 )\n",
    "# 设置图形大小\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "# 使用 scatter 绘制散点图\n",
    "plt.scatter( x, y, label='3月份每日气温' )\n",
    "# 调整 x 轴的刻度\n",
    "my_font = font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\simkai.ttf', size=18)\n",
    "# x刻度标签\n",
    "xticks_labels=[f'3月{i}日' for i in x]\n",
    "plt.xticks(x[::3],xticks_labels[::3],fontproperties=my_font,rotation=45)\n",
    "plt.xlabel('日期',fontproperties=my_font)\n",
    "plt.ylabel('温度',fontproperties=my_font)\n",
    "plt.legend(prop=my_font)\n",
    "plt.show()"
   ],
   "id": "85a796dfea80a6f9",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 92
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 9. 绘制条形图",
   "id": "72e146327fa02c36"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T13:34:25.672533Z",
     "start_time": "2025-01-06T13:34:25.572164Z"
    }
   },
   "cell_type": "code",
   "source": [
    "'''假设你获取到了 2019 年内地电影票房前 20 的电影（列表 a)和电影票房数据（列表 b)，请展示该数\n",
    "据\n",
    "a = ['流浪地球','疯狂的外星人','飞驰人生','大黄蜂','熊出没·原始时代','新喜剧之王']\n",
    "b = [38.13,19.85,14.89,11.36,6.47,5.93]'''\n",
    "from matplotlib import pyplot as plt\n",
    "from matplotlib import font_manager\n",
    "my_font = font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\simkai.ttf', size=18)\n",
    "a = ['流浪地球','疯狂的外星人','飞驰人生','大黄蜂','熊出没·原始时代','新喜剧之王']\n",
    "b = [38.13,19.85,14.89,11.36,6.47,5.93]\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "# 绘制条形图的方法\n",
    "'''\n",
    "width=0.3 条形的宽度\n",
    "'''\n",
    "# 绘制条形图，len(a)表示有几个柱子，b决定了y轴的高度\n",
    "rects = plt.bar(range(len(a)),b,width=0.3,color='r')\n",
    "# 设置了x的标签，range(len(a))生成了标签的位置，对应的标签内容为列表a中的值\n",
    "plt.xticks(range(len(a)),a,fontproperties=my_font,rotation=45)\n",
    "# 在条形图上加标注(水平居中)\n",
    "for rect in rects:\n",
    "    height = rect.get_height()# 获取条形(柱子)的高度\n",
    "    plt.text(rect.get_x() + rect.get_width() / 2, height+0.5, str(height),ha=\"center\",va='bottom',fontproperties=my_font)# 设置条形的数值,rect.get_x() + rect.get_width() / 2表示柱子的正中央的坐标，height+0.5表示离柱子顶部的距离为0.5，str(height)为字符串格式，ha表示数字的中间与柱子的中间对齐，\n",
    "plt.show()"
   ],
   "id": "927a9fcd00e04206",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 99
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 10. 直方图 ",
   "id": "d994ba9c992ced1f"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T13:51:18.281002Z",
     "start_time": "2025-01-06T13:51:18.043154Z"
    }
   },
   "cell_type": "code",
   "source": [
    "'''现有 250 部电影的时长，希望统计出这些电影时长的分布状态(比如时长为 100 分钟到 120 分钟电影\n",
    "的数量，出现的频率)等信息，你应该如何呈现这些数据？\n",
    "'''\n",
    "# 1）准备数据\n",
    "time = [131, 98, 125, 131, 124, 139, 131, 117, 128, 108, 135, 138, 131, 102,107, 114,119, 128, 121, 142, 127, 130, 124, 101, 110, 116, 117, 110, 128, 128, 115,99,136, 126, 134, 95, 138, 117, 111,78, 132, 124, 113, 150, 110, 117, 86,95, 144,105, 126, 130,126, 130, 126, 116, 123, 106, 112, 138, 123, 86, 101, 99, 136,123,117, 119, 105, 137, 123, 128, 125, 104, 109, 134, 125, 127,105, 120, 107, 129,116,108, 132, 103, 136, 118, 102, 120, 114,105, 115, 132, 145, 119, 121, 112, 139,125,138, 109, 132, 134,156, 106, 117, 127, 144, 139, 139, 119, 140, 83, 110,102,123,107, 143, 115, 136, 118, 139, 123, 112, 118, 125, 109, 119, 133,112, 114, 122,109,106, 123, 116, 131, 127, 115, 118, 112, 135,115, 146, 137, 116, 103,144, 83, 123,111, 110, 111, 100, 154,136, 100, 118, 119, 133, 134, 106, 129, 126,110, 111, 109,141,120, 117, 106, 149, 122, 122, 110, 118, 127, 121, 114, 125, 126,114, 140, 103,130, 141, 117, 106, 114, 121, 114, 133, 137, 92,121, 112, 146, 97, 137,105, 98,117, 112, 81, 97, 139, 113,134, 106, 144, 110, 137, 137, 111, 104, 117, 100, 111,101, 110,105, 129, 137, 112, 120, 113, 133, 112, 83, 94, 146, 133,101,131, 116,111, 84, 137, 115, 122, 106, 144, 109, 123, 116, 111,111, 133, 150]\n",
    "from matplotlib import font_manager\n",
    "from matplotlib import pyplot as plt\n",
    "my_font = font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\simkai.ttf', size=18)\n",
    "# 2）创建画布\n",
    "plt.figure(figsize=(20, 8), dpi=100) \n",
    "print(max(time),min(time))   #如何分组\n",
    "# 3）绘制直方图\n",
    "# 设置组距\n",
    "distance = 2\n",
    "# 计算组数\n",
    "group_num = int((max(time) - min(time)) / distance) # 绘制直方图\n",
    "plt.hist(time, bins=group_num)  #time是数据数组，表示要绘制直方图的数据  bin制定了直方图的分组数量，即数据将被分成多少个柱状条来展示\n",
    "# 修改 x 轴刻度显示\n",
    "plt.xticks(range(min(time), max(time))[::2])\n",
    "# 添加网格显示\n",
    "plt.grid(linestyle=\"--\", alpha=0.5)\n",
    "#添 加 x, y 轴 描 述 信 息\n",
    "plt.xlabel(\"电影时长大小\",fontproperties=my_font)\n",
    "plt.ylabel(\"电影的数据量\",fontproperties=my_font)\n",
    "# 4）显示图像\n",
    "plt.show()"
   ],
   "id": "dae5bbbc1e12bee",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "156 78\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 113
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 11. 饼状图",
   "id": "124fa82b56299840"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T14:00:59.815871Z",
     "start_time": "2025-01-06T14:00:59.747018Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "label_list = [\"第一部分\", \"第二部分\", \"第三部分\"] # 各部分标签\n",
    "size = [55, 35, 10] # 各部分大小\n",
    "color = [\"red\", \"green\", \"blue\"] # 各部分颜色\n",
    "explode = [0, 0.05, 0] # 各部分突出值\n",
    "\"\"\" 绘 制 饼 图\n",
    "explode： 设 置 各 部 分 突 出\n",
    "label: 设 置 各 部 分 标 签\n",
    "labeldistance:设置标签文本距圆心位置，1.1 表示 1.1 倍半径\n",
    "autopct： 设 置 圆 里 面 文 本\n",
    "shadow：设置是否有阴影\n",
    "startangle：起始角度，默认从 0 开始逆时针转\n",
    "pctdistance：设置圆内文本距圆心距离返回值\n",
    "l_text：圆内部文本，\n",
    "matplotlib.text.Text object\n",
    "p_text：圆外部文本\"\"\"\n",
    "#设置全局字体为SimHei，为了支持中文字符显示\n",
    "matplotlib.rcParams['font.sans-serif']=['SimHei']\n",
    "patches, l_text, p_text = plt.pie(size,explode=explode, colors=color, labels=label_list,\n",
    "labeldistance=1.1, autopct=\"%1.1f%%\", shadow=False,\n",
    "startangle=90, pctdistance=0.6)\n",
    "# size：饼图各部分的大小。\n",
    "# explode：饼图各部分的突出值。\n",
    "# colors：饼图各部分的颜色。\n",
    "# labels：饼图各部分的标签。\n",
    "# labeldistance：标签文本距离圆心的位置（以半径的倍数表示）。\n",
    "# autopct：饼图内部显示的百分比格式。\n",
    "# shadow：是否显示阴影，这里设置为False。\n",
    "# startangle：饼图的起始角度（从x轴正方向开始逆时针旋转）。\n",
    "# pctdistance：饼图内部文本距离圆心的距离。\n",
    "plt.axis(\"equal\") # 设置横轴和纵轴大小相等，这样饼才是圆的\n",
    "plt.legend()\n",
    "plt.show()"
   ],
   "id": "6fed4a7659ddbf9e",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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xbNkyrWbAm4wwzJ49WxudkCkIeS7PQ8yZMweFCxfWtl6WnQ31wmSArDWZK+O2TZvy1ZiUkOJz6Votuag0rGQuag/RyVxVMH36dO1uX3Y/HDFihDYicOvWLeTJk0cb5vfYuXNnzDSAkFUO/fr106Yv5GIvCYUkMd4PmZJ49NFH0bt3b61WQS8sICTzO3YMeOUVwD38RmSGWarp012DVO+8A/TrJ3eiqqOi+OTOnVub55cLq5A7dpn7954aaCCFIckgw/txh/i9NZUbGECbspACQdmqWAoKq1evrtUqyJ2/FBXu2rVLu/CfP38+5nNlm2WpH2jTpg30xGSAzEuG7mR1gJR0y2oBIpOJjATeftvVzVBWi8myRDIPGWqX+X1Zsy9D+6J///5a1b8sKwymRYsWaQWDnhUIMtpQo0YNbdTAQy76Q4cO1e7ypZBRyLbDQqYdtm/fro0QeG9nLFMcUk+gN04TkHlLuStUcK0QYCJAJieF6LI7onQ15IIW85CqfrmQStGeXIglIRg2bBg+//xz7X3PI3PmzMle0y/TAlKQ6KlFkOmCS5cu3XNelSpVtOkC71oCjylTpuBJ2X/bTRKKkydPakWEeuPIAJkLpwTIwmSEYNEiYMgQoEcPIJ5l6mSgsLAw7cIsTYamTZum9RSQO29Z7+89MtCuXTtt9YEkD3In7n1n7m/UQfoRVJOlJu6Cxbg8qwiEFCk2bNhQW1EgSwu9aweE1Bts2LABP8h2m26yTFG+jqyG0BuTATLPJKxUyg4cyJEAsjS5GXzhBUCmpL/+2rUCgYwnd9Uy7D5//nzMmDFDSwCku98nn3wSc8748eOxdOlSrFq1CoMHD8bChQvx/PPPaxd2qSvwRxIMWV3g3dlQLvSeu3jvREFWCchzyrx/z5498dRTT8U8j5wnoxWyUkCmGiSBkcRh27ZtWuzFixePN9EINiYDpN7evcBzzwHr1qmOhCho/voLePBBV2IwaBCQJQtsJSkdAY0klfcyElChQgVtzb9cZIUMz3tWD0hxnkwjjBs3TltKKPP3z8qS5SSQC3azZs20EQixePFircOhuCFt0iHTSB3uSSiaNGmijQCsXLlSKyz0PJf0MZCkQNopGyFFtB47NRAFQn71pIvXm28C16+rjsYx9hSqh1KHl6oOw1Hy5nVtmdGsGSxHLmTS8EYulFJ4R8ElUxOSiAQyNaHnz4gzWqSGdNN67DGgd28mAmR7J08CzZsDXbtyFoxiy5EjR7ISgWBhMkDGGzPGtVJg5UrVkRAZavx4QPacWb9edSREsTEZIOOcOgXUrw/07CkTeqqjIVJi3z6gdm1AVrJ5bV9PpBSTATLGihWuW6KlnKsmkrbzsnDGqx8NkVJMBkj/JYNyC1SvHncWJPIiq8vi2dY+llNXT+Fi5EWjQiIHYzJA+jl71vWKJ7dAkhQQkSZPHlcfAn9L2e9G30WbWW1QaUwl/HH0DyPDIwdiMkD6WLsWkDWznBYgikUSAFl+7l727tPg1YOx6vAqHIk4gkcmPoKPf/842bvrOZE0A5LdAeOS/Qr0+H727dsXv/32W5I+V5oTeccn+yoYhckABZf8cQ0b5mrUfvy46miITOe111yzZv6sO7oO7696P+b9O3fv4I1lb6DRtEY4d924C4QdSNMe2UbYu1OgNPuRXQOlJbE0J7py5YrW+EfIsWvXrmkNf+Tc+B7SuEg6B3qT80XVqlW1hkGSaMhDLvCSIDRq1CjmMVp2tYpDPr98+fJal0Tx1ltvJXu/hMRgMkDBI38crVq5NheSCikiikW60w4e7P+cSzcuod3sdoiKvnepweK9i1FlTBVsPbVVvyBt5MCBAxgo05QA8ufPr+0/IO19pTOhNOmRDoHZs2fXthWWboRC2gBLm+E0adJonQDje0hjn8aNG8f6WvI5WbNm1RKB48ePa42EZCfCWbNmYfPmzdp2xbJj4tatW5EtW7Z7Yp06dSquX7+uxSIGDBiACRMmYMuWLYZ8r5gMUPCWDYaHA7NmqY6EyJQyZwakU21Cbea7LeyGwxGHfR4/evkoan1XC/N3zYfq6Q4jH4m1f/9+1KtXD6+99hoOHz6Mzp07Y/jw4drWwfPmzcOSJUuwe/du1KpVC2PGjMG/svUkoG1kdPHiRe3CLHf/8T1k5ECew5t8jRYtWmgjDNJVsFOnTtqWxjIqIbsili5dWrvzP3XqlLZRkbfLly9rF/8PP/wwZgOjQoUKaSMK8vmnDSi+ZjJAybd1q6sJ+4YNqiMhMi1pMV+smP9zxm0ah1k7E06or92+huY/NtfqCCh+MgowadIkjB07Vtv1T/YneP3111GiRAltyqB9+/balsP79u3DRKnm9NppUO7c06dPr40AxPeQO34ZCfAmowILFizATPeOq/L1atasGfOcQjYyku2Uc+bMGetz5aIveyRITN7effddbeOj8PBwbSRDT0wGKHkWLnR1UDl6VHUkRKYl+9P873/+z/n37L/o80ufgJ9TVhtIHUGn+Z1wK+pW8oO0GRnOr127traFsVz85a08OnbsiO7du8e8/84778TM93vI+1IXEB+pAYhbLyB1BDKt0K1bN21qYs+ePdrogkwleD/PsmXLtJoBbyNHjsTs2bO10Ql5bu/aBDFnzhwULlxYG7GQnQ31wmSAku7TT4GmTdlNkMiPEiWAeOrFYrl55ybazG6D67cTv0/HxC0TUff7uiwsTIboOKsKpkyZoo0AyDbGcR+yj0CNGjVinT99+nTtbl92PxwxYoQ2InDr1i3kyZNHG+b32LlzZ8w0gJBVDv369dOmL+RiH1+dgoxSPProo+jdu7dW7KgX7lpIiScZ64svAmPHqo6EkoC7FhpH6gP++AN44AH/5/Va3AujNoxK1tcqkq0IFrZdiHJh5RBMvnbES8o8fnIk9UqVO3du7QIuF1Yhd+xyUfcu4mvQoEGsCn9ZXSDnycX53jhcqwRk6iFQTZs21aYAZKWBFAhKsiGrGYR8b+XOX0Ybdu3apV34z58/H/O5UtgoRYlt2rTRdddC9VslkbXIkJesGFiwQHUkRKY3ZEjCicDC3QuTnQiIg5cOouZ3NTG9xXQ8VeKpZD+fHchQu6zVlzX7oaGh2sekol8umLKs0JfMmTNrj8RYtGiRVjCYMqVrwF0SBhlBkFEDD7noDx06VLvLl0JGIRdwIXUI27dv10YIvHcxlCkOqSfQG6cJKHAyRNWgARMBogDInlyvvur/nBNXTmhz/sFy+eZlNJ7WGF/99VXQntPKpKpfLqRStCcXYkkIhg0bhs8//1x73/PInDlzstf0y7SAFCR6ahFkuuDSpUv3nFelShVtuiC+mgQZMXjyySdj3peE4uTJk1oRod6YDFBgLl50dUqRDYeIyK/cuYFJkxJuN9x+Tnucj/xvSDgYpD/BS0tewrC1w+B0YWFh2oVZivoGDx6szeFLZX6fPn1iLtryaNy4sbb6QAr45CIdyOy5FBnKVIKHZxrCm2cVgef8hg0bal9flhZ61w4IqTfYsGGDVtzoIcsUZXQjMVMSScVkgBIma1zr1JFqF9WREJmeJACSCEhC4M/QNUPx26Gkta0NRP/l/THwN1fDHSeSC/o///yDQYMGoWLFilqxnnT3k+Y/HuPHj9cK/FasWKFdpBcuXKhNIchQf3zFg94PqSeoLC3X3eSiLUsH5S5eHj169IhpLyxvJVmQef/Jkyfjp59+ivk8qRWQKQvphzB//nwtgZHEYdOmTRg1apTWJCm+RCPYWDNA/h05Akihy969qiMhsoRXXnFNEfgjGw+9t8r3nHWwfLD6A0TeicTH9YLfj8DspedSeS+dBitUqKCt+ZeLrPC+85fiPJlGGDdunNYxMFeuXNoogszZywXfH2lbLA8PuWA3a9YM06SzlHSLXLxY63DoKfATHWSNaZznaNKkiTYCsHLlypjkQp5LigYlKZB2ykbgagLyTRKAunXZQ8BmuJpAP1WrAuvW+e8yGHEjQtuJ8NClQ4bF9WK1FzHyqZEJXuD0qlQn/3UNkoh4Fw2q+BlxmoDit2+fq70wEwGigEhDukDaDXdf1N3QREB8teErrc2x1CmQueTIkSNZiUCwMBmg+KcGZETg5EnVkRBZxldfAcWL+z9n/N/j8eOOH40KKfbX3jweHeZ20HZAJIqLyQDdu+GQ1AhIQkBEAZGW8h07+j9n17ldePnnl6HS1H+movWs1mxfTPdgMkD/ka5XsnyQxYJEAZPNhwJpN9x2dtsktRsOtjn/zkHzGc1xOyp2P/6EsLzMvILxs2EyQC6XL7tKoLdvVx0JkWVIfYDUCSTUrO71X1/HllPG7EsfiJ/2/oTOCzoHdBHxrJWXpjpkTrLdskjOEkT1VQuknvwiSWfBTZtUR0JkKYMGAdWq+T9n0Z5F+PKvL2E2k7dNRliGMIyoP8LveVLcJq1yZfmbXGw87XZJPUnmJBGQdsuy14J3k6PE4tJCp5NsX7bU/PVX1ZGQQbi0MDhkRu2XX/x3GTx55SQqfFPB1DsKfvz4x+hXq5/fc2RUQJauea+rJ/OQREC6KyZl6agHRwacrksXJgJEiST9a6SfTILthue2N3UiIN5Y9gZyZ8qNjhV9V0BKt70SJUpwqsCEZLQmOSMCHkwGnGzAAGDyZNVREFmKJAATJwJ58vg/T/YGWHHQ/Ht5RCMaXRZ0Qc4MOdGgRAOf58n0AJsO2Rcnf5xqwgTXhCcRJUqfPsBTCewQvP7Yery78l1YhfQeeGbmM1rc5ExMBpzot9+AHj1UR0FkOVWqAB99lPA2wrKM0GrNfWTZY8OpDbV+COQ8TAacRnoItGgh+2mqjoTIcu2Gp0+X+XP/5/VY1AMHLx2EFcl2yvUn18fxy8dVh0IGYzLgJLL3tqwc8NqDm4gCM3IkUKKE/3MmbJ6A6dunw8qORBxBk+lNcOOOa6c9cgYmA04h+2o/8wywZ4/qSIgsp1074Lnn/J+z5/we9FrSC3bw98m/0XNRT9VhkIGYDDjFO+8Ay5erjoLIcooWBRLaUl56/beZ1QbXbl+DXUzaOgmjNyTQZ5lsg8mAE/z0EzBsmOooiCzbbjhLFv/nvfHrG9h8ajPsps/PffDH0T9Uh0EGYDJgd4cOAR06SN9K1ZEQWc4HHwAPPuj/nMV7F+OL9V/Ajm7fvY2WM1vi9NXTqkMhnTEZsDPpFtaqFQsGiZJAdvJ+4w3/55y6egrPzXtOa9xjVyeunNB6EFhtqSQlDpMBO+vbF9iwQXUUREEiO7OdN+Qr5cqVcLth2dalw9wOOHv9LOxuzZE1ePWXV1WHQTpiMmBXMtGZ0CbrREkm/faLyDyU18dk+2vZwi87ANn4JtC75VkACgHIJ7+4Xh+XDpk5AXj2zpBjV2FUu+G8ef2f9/HvH2PZgWVwCtl5ccq2KarDIJ0wGbCjXbuA7t1VR0G2TgQaxUkEbgJoDOABABsB7AQwMYDnkgTif7JRBoBfAEgL393uY98CGAdgrPv9I+6kQV8vv+za0dufv47/hQG/SczO0n1Rd2w9tVV1GKQDJgN2c+cO0L49cFX/Oyhyqjay8j7Ox5YAiADwKYBiAIYAGB/Ac8kF/1EAXQHcD+AlAD94Ha8I4AKAdQBqQG+VKwMffxxYu2EprnMaaVncalYr7S3ZC5MBu5HNhzZtUh0F2Zrcrb8c52Nyt1gdQAb3+xXcowMJkc97zOt9Kd33/P7KNINUsWdxjxrUh54yZnTNriXUbvj5n57HgYsH4FTSXKn/sv6qw6AgYzJgJ5IEDB6sOgqyPakViOtynI9L5Z3ssZ7QSpa4nycX/hPufzcEEO5OFqR2wE81XxB8+SVQqpT/cyZtmYSp/0yF0436a5QltmemwDEZsIsbN4COHV3TBESGCwGQNs7H0rlXACTm87w/RwpgpVL/rnu6oCwAfSra27QBOnf2f87e83vx0hKZxiBZStlpfidtyoTsgcmAndoN7wxkWJZIDzncF25vVwCkSeTnxf2czO7RhYUAugCYF/QVBUWKAN98E0C74dltcPUWa3G8NzSSDoVkD0wG7GD1auCzz1RHQY4mSwq929YedK8wyJHIz5OWvvnjFCY+6S4irOw+FrwmWiEhwNSpQNas/s97c9mb2uY9FNuELROwcLckamR1TAasTlYNyHZqd2UolUiVR9zz/xPc78tqgsfddQPikmydGc/ntQAgW/7+477j/zJOoeCf7sLEbDJQLz3/3P8OjvffB6rL0/vx876f8dmfTLb9LTc8f92YZlCkHyYDVvfmm8BBuQsjUinEvUzwJXex33wA3ptjZXdf8OOSWoDeAKq67/oleXjBq59Bcfe/pRfB++6kQ6YOku+xx4D+CRTFS0/+Z+c9a+t2w8klLZllhQVZW4po6alJ1vT330C1ahwVoETZU6geSh1eqtOzn3IvDZTb7dBEfJ7Uuxx3rx5IqM4g+XLmBLZuBfJJ00Mf5KXxySlPYul+vb5X9jK1+VS0vb+t6jAoiTgyYFWSw73wAhMBMpk87iWBiUkE4F4pUM+QREBMmOA/ERDD1w1nIpAIstKCuxtaF5MBq/r2W2D9etVREFlOr15AI+mm7MfGExvx9oq3jQrJFi5EXsAbyxLY5pFMi8mAFZ07l/BkJxHdo2JF4JNP/J9z5eYVx7YbTq7vt36P9cd4k2JFTAasSBKBC7LUiogClSEDMH06kDZub6Q4Xlj8AvZd2GdUWLYihZa9lvTS6i3IWpgMWM0ffwDffac6CiLL+eILoHRp/+f8sPUHTN422aiQbGnDiQ1a/wGyFiYDVhIV5SoaZNZNlCitWgFdZWNEP2Q04MXFLxoVkq29ufxNRNyQXSzJKpgMWImUQG/ZojoKIkspXBgYO9b/Obejbmt1AlduSTtkSq4z187gvZXvqQ6DEoHJgFVERgLv8Y+LSI92w28tf0tbQUDBM2rDKOw8y/1SrILJgFWMHAkcl6YsRBSogQOBGjX8nyO9BEb8McKokBzjzt076P2zdJckK2AyYAUXLwIffaQ6CiJLqVMHeOuthIezO87tyHbDOll2YBnm/jtXdRgUACYDVjBsmCshIKKAhIYCkycDKf28wsnyN9l34PQ1ds3T06tLX9W2gCZzYzJgdjI18KXs5EZEgZLVt/m9d0KOx6d/fKrtSEj6OnjpICZs5lJDs2MyYHayx6oUDxJRQF58EWjSxP85m05swlsrEphDoKAZsnaItmKDzIvJgJnt2eNaTkhEAalQARg+3P85V29d1ZYRcujaOEcijrARkckxGTCzDz8E7txRHQWRpdoNp0vn/zxpLLT3wl6jwiK3IWs4OmBmTAbM6vBh1ysbEQXks8+AMmX8nzNl2xRtMx0y3uGIw5i4ZaLqMMgHJgNmNWIERwWIAtSyJdC9u/9zDlw8gOd/et6okCgerB0wLyYDZt2iePx41VEQWcJ99wHjxvk/h+2GzeHQpUOYtHWS6jAoHkwGzNpt8Pp11VEQmV6qVK52w9my+T/vnRXv4K/jfxkVFiVQOyDdCclcmAyYzbVrwKhRqqMgsoR33wVq1Uq4C94n6z4xKiQKoO/ApC0cHTAbJgNmI+OdFy6ojoLI9MLDgXfe8X/O2Wtn2W7YhAavGczRAZNhMmAmt28Dn36qOgoi08uRI7B2w8/Nfw4nr540MjQKcHRgzr9zVIdBXpgMmMnMmcDRo6qjIDI9qa8tUMD/OV+s/wKL9y42KiRKpC/Xs826mTAZMJNvvlEdAZHpPf880LSp/3M2n9yMN5a9YVRIlAS/H/1d+zmROTAZMIudO4E1a1RHQWRq5csnPJN27dY1thu2iC//4uiAWTAZMIuxY1VHQGRq6dMH1m6415Je2H1+t1FhUTJM3z4d566fUx0GMRkwiRs3gO/ZIpXIHxkRKFcu4YsLN8Sxjht3bmD832ywZgZMBszgxx+BixdVR0FkWs2bAz17+j/n4MWD6LkogZPIdMb9PU5b+UFqMRkwgzFjVEdAZFoFCwLffuv/HFmz3m5OO0TcjDAqLAqS/Rf3a42hSC0mA6pt3w6sW6c6CiLTthueMgXInt3/ee/+9i7+PPanUWFRkI3ZxBsi1ZgMqMbCQSKfpMPgww/7P2fFwRUY9vswo0IiHSzYvQCnr55WHYajMRlQKSoKmDFDdRREpiRJwIAB/s+RSvQOczvgbvRdo8IiHdy+e5uFn4oxGVBpxQrgzBnVURCZjkwLyPSATBP402l+J5y4csKosEhH07ZPUx2CozEZUImjAkTxkoJBKRxMqJ3toj2LjAqJdLbt9DbsPsf+EKowGVC5KdEcbtRBFFePHq6lhP5sPbUVr//6ulEhkUF+3PGj6hAci8mAKkuXsrcAURzSVOizz/yfc/32dbSZ3QY3o24aFRYZ5MedTAZUYTKgCqcIiGKRNsPSbljaDvvz8pKXsevcLqPCIgNtP7OdP1tFmAyoaj88f77qKIhMZcQI10ZECQ0jj9/M9rV2xqkCNZgMqLBkCXD5suooiExDtiR+4QX/5xy6dAjdF3Y3KiRShMmAGkwGVJg1S3UERKZRoAAwfnwA7YZns92wE+w4uwM7z+5UHYbjMBlQ0Wjo559VR0FkCilTuvoJ5Mjh/7z3Vr6HP479YVRYpBhHB4zHZMBof/4JXLigOgoiU3j7beCRR/yfs/LQSgxdO9SokMgEZu6cqToEx2EyYLTFi1VHQGQKtWoBAwf6P+f89fNoP6c92w07jEwTcKrAWEwGjMZkgAjZsgFTpybcbrjzgs44fuW4UWGRiSzdv1R1CI7CZMBIp08DW7eqjoJIuXHjgPvu83/OqL9GabvZkTPJbpRkHCYDRvr1VyA6WnUUREp16wa0bJlwn/p+v/YzKiQyoVWHVyHqbpTqMByDyYDRLYiJHKxsWeCLLwJoNzyrDW7cuWFUWGRCl29exoYTG1SH4RhMBoy0bJnqCIiUthueNi3hdsN9fu6Df8/9a1RYZGLLDyxXHYJjMBkwyu7dwMmTqqMgUuaTT4AKFfyfM2vnLIz7e5xRIZHJrTjEugGjMBkwyh9smELO1aQJ8NJL/s85EnEE3RZ2MyoksoB1R9dxusggTAaMwmSAHCp/fuC77/yfI4Vi0m740o1LRoVFFiCJwO9HflcdhiMwGTDKunWqIyBS0m548mQgNNT/ee+veh+/H+WLPt1r+UHWDRiByYARZIfCneymRc7z5ptAnTr+z1l1aBUGrxlsVEhkMew3YAwmA0btR3CX7VTJWWrWBN57z/85FyIvoP1cthsm3zae2KgtMyR9MRkwAusFyGGyZnW1Gw4J8X9elwVdcOzyMaPCIguKio7C3yf/Vh2G7TEZMALrBchhxo4FChXyf87oDaMxb9c8o0IiC9tyaovqEGyPyYDepP3w+vWqoyAyTJcuQKtW/s/ZfmY7Xl36qlEhkcUxGdAfkwG9HTwIRESojoLIEKVLA19+6f+cyNuRbDdMibL51GbVIdgekwG97dihOgIiQ6RNC0yfDmTI4P+8vr/0xY6z/LugwP179l/cirqlOgxbYzKgNyYD5BAffwxUrOj/nDn/zsGYTWOMCols4vbd29hxhq+lemIyoLft21VHQKS7Ro2Al1/2f87RiKPouqCrUSGRzbBuQF9MBvTGkQGyuXz5gAkTEm43/L85/8PFGxeNCotshnUD+mIyoKeoKGDXLtVREOnabviHH4CcOf2f9+HqD7HmyBqjwiIb4siAvpgM6OnAAeAGK6bJvt54A3jsMf/nrDm8BoNWDzIqJLKprae3IlqWapMumAzoiVMEZGPVqwMffOD/nIuRF7XpAekiR5Qc0pL44KWDqsOwLSYDemIyQDZuNzxtWsLthrsu7Iqjl48aFRY5YIkh6YPJgN7TBEQ29M03QOHCCZyz8RttKSFRsByJOKI6BNtiMqCno7wjIvvp1Alo08b/ObIm/JVfXjEqJHIIJgP6YTKgJyYDZDOlSgEjR/o/R9oMt5ndBpF3Io0KixzicMRh1SHYFpMBPTEZIBu2G86Y0f95MiIgGxERBRtHBvTDZEAvFy8C166pjoIoaD76CKhUyf85siXx1xu/NiokchgmA/phMqAXjgqQjTRsCPTp4/+cY5ePocuCLkaFRA504soJ3Ll7R3UYtsRkQC9MBsgm8uZNuN3w3ei7Wj+BC5EXjAqLHEj6VRy/fFx1GLbEZEAvTAbIRu2Gc+Xyf550GFx9eLVRYZGDcapAH0wG9HLsmOoIiJKtXz+gbl3/5/x+5Hd8sCqBVoREQcJkQB9MBvRy7pzqCIiS5aGHgEEJbClw6cYltJvTju2GyTBMBvTBZEAvERGqIyBKsixZgKlTE2433G1hN744k6GkUJWCj8mAXpgMkMXbDRct6v+csZvGYtbOWUaFRKSJuMnXVj0wGdALkwGyqGefBdq29X/OzrM70efnBNYaEungyq0rqkOwJSYDemEyQBZUsiQwalTC7Ybbzm7LdsOkxNVbV1WHYEtMBvTCZIAsJk0a17bEmTL5P++1pa9h2+ltRoVFFMuVmxwZ0AOTAb0wGSCLGToUqFLF/zkLdi/AVxu+MiokontwZEAfTAb0cPcucJW/sGQdTz0F9O3r/xzp/NZ5fmejQiKKF2sG9MFkQA+XLwPR0aqjIApInjzAxIlAihT+2w23n9se5yPPGxka0T04TaAPJgN6uHVLdQREAZEE4PvvgbAw/+cNWTMEKw+tNCosIp84TaAPJgN64KgAWcRrrwH16vk/Z93RdXh/1ftGhUTkl3S7jLzNlSzBxmRAr5oBIpOrVg0YPNj/ORE3ItBudjtuG0umwtGB4GMyoAeODJDJZc7sWkaYOrX/87ov6o7DEYeNCosoICwiDD4mA3pgMkAmlgLR+PproFgx/+d9+/e3+HHHj0aFRRQwjlQFXwLbkFCScJqATKzopb9RovUdv3/+u87tQu+fexsaF1GgUqdMYEiLEo0jA3rgyACZWKqIC8Bvv/k9p+8vfXH99nXDYiJKjNSpmAwEG5MBPTAZILObPdvv4Yq5KxoWClFicWQg+JgM6IHJAJnd3Ll+p7NalGlhaDhEicGRgeBjMqCHtGlVR0Dk35kzwJo1Pg9Xy18N92W9z9CQiALFkYHgYzKgh4S2fSOywFRB89LNDQuFKDE4MhB8TAb0Sgb8NXonMoM5c/xOabUs29LQcIgCFZKSC+GCjcmAHiQRyJBBdRRE/h0/Dqxf7/NwzYI1kTdTXkNDIgoEk4HgYzKgZ4s3IrObNcvnoRQpUqBZ6WaGhkOUENYL6IPJgF5YN0A2qBtoUZarCshcWC+gDyYDeuHIQFDIjPYx1UHY2aFDwN9/+zwcXigcOTPkNDQkIn/SpuJqLT0wGdCLzZKBl7We9v89iifw8YSsAlAGgFxmPvX6+CQA2d1vxa9yvQry/wsFPjqQKmUqPF3qaUPDsa1Id2YbaXA2HQFbYXKqDyYDerFZMrARwE8ALrofmxP4uD9nATQB0BbAHwCmAPA0xx0F4Ef3W/E7gNo6/T9RYFMFXFUQBDsAfA5ggTv7lffFYgDveT2+CPD5Drn/SIYBWOf18S0APnK/FfsBXIKt5M6UW3UItsSSTL2EhsIu7rhfux6RUogAPp4QufjnAzDAPZrwLoDxAB4FcAFAHffbowAK6PD/Q3Hs3g3s2AGUKxfv4bpF6iJbumy4dMNmVxWj3HBnzJ0A5HFnzEsByLf7BIB2AAom4vbsGoBpAGoAuF+KQAHIoo8iAP4C8AyA5QAquf+I5A/LRsIyhqkOwZY4MqCX/PlhF//IRozu15b0AJ4EcMTPxxOy1f365OnE8CCATe5/y3jKXgBZ3K93MnpAalcVSMFW45KNDQ3HVm66/zgkEYD7wi1TBVHuYbJC7j8geQQyHb7N/YcSLjcd7reesg953sLutxHuPySbyZ2RIwN6YDKgl3xy72sPOwGUAvCD+3VIhpO6+/l4Qi67b2I8srhvkOC++FeQKnb3ayjXZJhkVQH3Kki6rO5fargTgD8BlJaW0O45/W8ADHL/IQUy+HLafcH3ZNNy33HS/e80AM67kwrJ1svDdjgyoA8mA3qx0cjA/9y1ATIqWQLAaHdhX2MfH5eLvT8hcW6A0gHwbJb7hvu1rIT7easCaON+zSQd/fMPsFfGZOJXv3h9ZErD1CxZTgEYDmAfgKfcowJyZy9dn593vxovDOB5brqrbD3kj+mK+98ybfC1uzpXEg8bFt5zZEAfTAb0YqORgbjC3NMDJwP8eFw53K+DHlfcNzTeN1LbZSrbPQIqBdj/BjF+SvzoQLqQdGhQooGh4diOXMM6uP8AFrhHC3q46wUkKWgI4IC7xiChV+1UcbLr2+5/13Zn1KHugpsxAGbaK5tmAaE+mAzoxUYjA/0ATPV6/w/3L863Pj7uqYXypZr7XA+pp/L+bu1wj25ecNdYFXWPFpDiVQVluKogWWRYX+4Rmrmz27hLDDO6L9pXE3ie9F5DaZ6RglRxhtrOuP9oCruH6ryzb4vjNIE+mAzoJU8eIKU9vr0VAbzjLlCWIuieADr6+bhnV4bLXjcs3pq4lwwucx//WIahvY7PcY+cZnPfKB11/5t0tnEjcPiwz8MyMpA+RK5ElCiH3H8gHqncicEqd7GNxzH3xxMq+svn/qPwnn7wXsksiUCYO9nI5Z5SMLK3gc44TaAPe1ytzCgkBAizRwbbHkBrd1FfW3dh9Cg/H/eo4F5RFZe0DPlMLi7ukdPd7qTCs1xRpgmk4ai0upnunvaMf9EbGTk6kDFNRq12gBIp1L1cZqO7wl+y52LuVQUr3Bmv1BEscmfYnjmzG+55/7hKuZOB/e7jv8fp9vWvu2Ygnbv5x2X3v22C0wT6SBEd7WcPU0qeqlWBTZ5FcxTXQQC7ADzMVQPmUbMm8LtcXeI3edtkdJgrE9+UKHLh/tmdDBR31wdkdA+PbXDflkn2XNcrGfjMnWHLhT0u+Zwl7nPlQt/V/UcU5T5W3b0yYZK7RuF/9rj1k9qVyLdtNMxhx2Tgzp072LhxI6pXl9/C/5w5cwa5cuXSdkALpr59+6JJkyZ49NHEd9SIiopCqlSpYuJLmTIlcubUocVlixauPeOJrEL+To8d81kAG3EjAmHDw3Ar6pbhoVEcctd/DsB99lw1EJ8SOUpgT689qsOwpaDlil9//TVat26NEydOxCQHd+/exeOPP4733nsPV69exZUrV3D2bPIqWW7fds1CV61aFS+//DIkl5GHXOAlQWjUqFHMY/To0fF+fvny5bF69Wrt/bfeegsffPABdFFKxvOILETuDebO9Xk4a7qseLzo44aGRD5kd6/BdUgiIEqEyv9wcMg16s8/pelDbHKDqMeAuVyffvvN03g9ceT65h3fuXOSBZowGThw4AAGDhyo/Tt//vy47777ULx4cQwZMgQHDx7E999/j+zZs+Ohhx7CI49I89qky5QpE7JmzaolAsePH0eWLFmQIUMGzJo1C5s3b9ZGJvr374+tW7ciW7Z7y86mTp2K69eva7GIAQMGYMKECdiyxdPMO4hKlgz+cxLpjQ2IyKRK5gjeaypvYIOcDOzfvx/16tXDa6+9hsOHD6Nz584YPnw4duzYgXnz5mHJkiXYvXs3atWqhTFjxuDff5O3Yly+RosWLbQf0IULF9CpUye88MIL2g81c+bMKF26tPaNO3XqFJ544olYn3v58mXt4v/hhx8ibVpXOl2oUCHtByKff/q0tPYKIiYDZEXyouPnBVB2MQxJyW1NyLojA0m9gY2MjNQShvjIxT0iIgLXrsnmEda7gU12MiDfxEmTJmHs2LHIly8fli9fjtdffx0lSpTQMq727dujZMmS2LdvHyZOnJjsgOWbumDBAsycKZ00oH29mlL0JCt23HUAa9euxQMPPHBPHYBc9AsWLKjF5O3dd99FgQIFEB4erv0iBE1p6TlKZDEyJDlvns/DoRlCEV5I2kERGatkaPJvsJJzA5s9e3btOiM1cHEfISEh2sV85MiRlryBTXYykDp1atSuXRuHDh3SLv7yVh4dO3ZE9+7dY95/5513YoZLJIO6ceNGrHkQXyQLk3M9wzhp0qRBt27dtMxuz549uHjxIho3boybN6XzhsuyZcu0IRdv8gOaPXu29sOVryvP5XmIOXPmoHDhwrj//vvx2WdSxhsEOXIAubkMhiyIUwVk02QgOTewx48f1+7+Zfog7kMu3DKXLyMAVryBNXSxiacoY9q0aUifPr2WScWXYXk/5Jsl54rp06dr36xx48ZhxIgR2jf01q1byJMnj5YleezcuTMmixJSJNKvXz8t+5OLvSQUksR4PySjk5UJvXv31uaKgqZs2eA9F5FRVqwALvneNadZmWZImcIGa9XIMmRvjIJZEupvqs8NrEdoaKg2zC9D/3Efcpcvx2UKwMNKN7BBm/jLnTu3dnGXb7SQ/2G5mHtnVg0auHqby0V88uTJMRdlf8mDXOzlISQ7ipsheWvatKn2VjI+mV+pXLmyVgwiczIy1CPfuHbt2mHXrl3ahf/8+f+a3Mq8kAy/tGkj2+IEkewRn8QKUiJl5EVwwQKgo/SUvFeeTHlQq2AtrDmyxvDQyJnK5iob9CXqCYlO5qoCuYHt1atXzAiA3MQKuYH1rkWQG1iZuoh7Aztq1CjtYu/LRx99pI0oBOMGNijJgGQqMjwiSx4kMxJSEJEuXTqtKjOuokWLao+kWLRokTbfIr0BPD+sGjVqaN90D7noDx06VLvLl3kgUaSIa9Ncydq2b9+ufYMlefGQDFGGY4JOkgEiq04V+EgGPFMFTAbIKOVyBfe1NDE3sEllpRvYoCQDUhQhF1LJUITMn8jHZK7E+xsr/yOS7ch8R1LJKIHM58iwipCKzG+/lS1zYqtSpYqWbclQjPeUgZgyZQqefFJaeyEmoTh58qQ2BxN0lSsH/zmJjLB0qfwxA5m9G9//p3mZ5uj7S19E22lLPDKt8mGyfVlwJPYGNjmscgMblEm/sLAwbY5F5kQGDx6sDYFIYUOfPn1i5l/kIfMkUryRHPFNK3iGYITM8TRs2FD7+lKZGTcRkHqDDRs2aHNDHlLlKb8cUkwSdJUqAWm8N+glsggp3P0pvt0lXApmLYhq+WUPSiJrJQPeN7ByIQ4NDcWwYcPw+eefa+97HlIHkNw1/Z4bWM91UKYKLsVTj+N9AxuXETewyR4ZkKAka5k/fz5mzJiBOnXqaM0RPvnkk5hzxo8fj6VLl2LVqlVaspAcctGWykvPN0HWfVar5npBkiILSRZk2KRnz5546qmnYj5PzpMfthRaSKYmCYwkDtu2bdNilzWm/uoXkkySEUkI/vor+M9NZMRUgZ9hSJkq+Os4f7dJf/eH+Z47T+oNrKxWk4L2IUOGaHfecv3yHhmQIXq5gZXkQe7Eve/M/V2jvK9Lgd7AynXN3w3sDz/8oOsNbLKTASlckG9khQoVtCUT8k0Wkt14ii9kbkOyMPmfkkrM5JBvbLNmzbQfoFi8eLHWIEJ4liB26BB7IxX5gcs+BvINXLlypTYv43kuWQYiPwzpRqUbaRbBZICsaMkSyaQB94qe+JKBN5a9YXhY5CyFshZC3syyzWPyJeUGduHChXj++ee1a0ZCRYxyvZHVBd6dDa1wA+uYXQsls5NEJJDMLuimTJFKEuO/LlEwyGZbzZr5PFx5TGVsOaVDO28it3b3t8OU5lOC8lxS0ybTxHID26VLl5gb2L59+2or3OQCvHfvXm39vhTyJfcGVi7kMswf9wZWagZkBUGPHj3QsmXLexKK+vXrazew0m3QcwMrpBmSJAWykuCxxx5DsDgmGVBq3z6gRPA22CAyVLt2roTWh0GrB2HAbwMMDYmc5asGX+GFai/ASS4YfAPLriFGKF5culWojoIoaRYtkioon4fZjZD0Jj0tnCZHjhyGjmQzGTDKgw+qjoAoaS5fBn791efhMrnKoEzOMoaGRM6ROU1m3J87eMWDFD8mA0Zx7zhFZEncq4AUqV6gOltfG4DfYaPUqaM6AqKkmz9fyqJ9Hm5ZNnYBFFGwOHGKQAUmA0apUUM2tlYdBVHSXLgArFzp83DFPBVRLHsxQ0MiZ6h1H5MBIzAZMIp0IQznHvBkYbNm+T3MqQIKtlQpUmnTBKQ/JgNG8tqVishy5s2TBdA+D7coy2SAgqtC7gra1sWkPyYDRnriCdURECXd6dPA2rU+D1fLVy0o+80TebBewDhMBoxUpgygx86IRCZYVSBtWmUnQ6JgebL4f5vzkL6YDBiNUwVk9dbEfpqWclUBBUuG1BlQt2hd1WE4BpMBozEZICs7dszvpls1C9ZEnkx5DA2J7Kle0XpIF5JOdRiOwWRARTKQkt92sueqAmkO06y0702NiALVpFQT1SE4Cq9KRsuZE3j4YdVRECUduxGSziSpbFSykeowHIXJgArPPKM6AqKkO3gQ2LzZ5+HwwuHImSGnoSGRvTyY/0GEZXRtLUzGYDKgQvPmnCog244OhKQMwdOlnjY0HLKXJiU5RWA0XpFUyJsXqMX1s2RhnCogHbFewHhMBlThVAFZ2a5dwI4dPg/LkrCsabMaGhLZQ9HsRVEurJzqMByHyYAqLVpIlxbVURDpMjqQJlUaNC7V2NBwyB4al+TvjQpMBlTJlw+oWVN1FERJx6kC0gGnCNRgMqASpwrIyrZtA/bt89tKlpvMUGLkz5wfdQrXUR2GIzEZUKlVKyBVKtVREOkyOiDd4xqUaGBoOGRtHSt21HoMkPH4XVe9qqABXyzJwjhVQEHUqVIn1SE4FpMB1bp2VR0BUdJt2AAcOeLzsIwMsL88BaL2fbVRIrSE6jAci8mAag0buooJiWw4OiA1A/WL1Tc0HLImjgqoxWRANakZePZZ1VEQJR2nCiiZMqbOiFblWqkOw9GYDJhBly7sOUDWtW4dcPKkz8PSb0D6DhD58ky5Z7jyRDEmA2ZQrBhQh8tpyKKio4G5c30ezpYuG+oWqWtoSGQtnSt1Vh2C4zEZMAsWEpKVzZrl9zCnCsiX4jmK4+FC3NZdNSYDZmpPHBqqOgqipFm9Gjh3zufhp0s/jVQp2FOD7vVcxedUh0BMBkwkbVrg+edVR0GUNFFRwLx5Pg/nzJAT4YXDDQ2JzE+2u362EguozYDJgJn06gWk45pssiiuKqBEkhUEBbIUUB0GMRkwmbAwoEMH1VEQJc3y5cClSz4PNy/TnK1mKZbXa76uOgRy41+m2bz6KpcZkjXdvg0sXOjzcJ5MeVCzIHfqJJcnij2Binkqqg6D3JgMmE2pUkBj7udNFsVVBRQgjgqYC5MBM+rXT3UEREmzdClw9arfqQKiB/I+gLpF2XvCTJgMmFHt2kD16qqjIEq8GzeAn37yefi+rPehWr5qhoZE5tOvJm94zIbJgFm99prqCIiShqsKyI+i2YuiZdmWqsOgOJgMmFXz5kCFCqqjIEq8xYuByEifh3khcLZXqr+CVCnZgMpsmAyYlawo+PBD1VEQJd61a8Avv/g8XCxHMVTMzSpyJ5LmU50rcx8CM2IyYGZNmgAPPaQ6CqLE46oCisdL1V5C+tTpVYdB8UgRHS1bjpGpG7k8/rjqKIgSJ2tW4MwZIE38WxfvPLsT5UaXMzwsUidH+hzY12sfsqfPrjoUigdHBsyubl3gscdUR0GUOBERwLJlPg+XzVUWZXKWMTQkUuut2m8xETAxJgNWMHiw6giIEo+rCsitcLbCeOnBl1SHQX4wGbAC6TnQqJHqKIgSZ/584M4dn4dblGUy4BSDHh2EtCFpVYdBfjAZsIpBg7hnAVnL+fPAypU+D1fKU0lbc072ViVvFbS7v53qMCgBTAasomJFoFMn1VEQJQ6nChzv48c/RgreyJgekwErGToUyJZNdRREgZs7F7h71+dhJgP2Vr9Yfe5BYBFMBqwkLAx4/33VURAF7vRp4PfffR5+MP+DKJiloKEhkTFSpkiJj+t9rDoMChCTAat58UXg/vtVR0EUlKkCGT7mTob21KFCB1TIzZbqVsFkwGpSpQJGjlQdBVHg5swB/PQ241SB/aQLSYdBjw1SHQYlApMBKwoPB9q0UR0FUWCOHgX++svn4Vr31ULujLkNDYn01b9WfxTIUkB1GJQITAasavhwIFMm1VEQJXuqQOaWm5VuZmg4pB/pLvnmw2+qDoMSicmAVeXPDwwYoDoKouAsMWQDIluQxO7bxt8iTar496Qg82IyYGWvvAJUrqw6CqKEHTgAbNni83CdwnUQmj7U0JAo+J6v+jxqFKyhOgxKAiYDVhYSAnz3nestkYVHB0JShuDpUk8bGg4FlywRHVp3qOowKImYDFhdpUrAG2+ojoIoYbNm+T3MqQJrG91wNDKnzaw6DEqiFNHRftb8kDXcugVUqQLs2KE6EiL/5He0bNl4D92KuoWwT8IQcTPC8LAoeVqVa4UZLWeoDoOSgSMDdpAmDfD995wuIEtPFUjRWaOS3J3TanKkz4GRT7H3idUxGbALGRl4+23VURD5x42LbGd4veEIyximOgxKJk4T2InsHV+9OrBpk+pIiHzbtw8oVizeQ5G3I5Hrk1y4dvua4WFR4tUtUhfLOi5THQYFAUcG7ESmCX74AciQQXUkREkaHUifOj0alGhgaDiUNLIUdGLTiarDoCBhMmA3ZcoAX32lOgqipK8q4FSB6aVACi0RYMth+2AyYEfPPQc8+6zqKIjit2EDcOSIz8MNSzbUNroh8+pbvS+LPW2GyYBdjR7tcwkXkSl2MvQhU5pMeKLYE4aGQ4Grlq8aPnr8I9VhUJAxGbArqRuYOZP1A2ROXFVgSVnTZtX6CaROlVp1KBRkTAbsTEYGWD9AZrRuHXDqlM/DTUo1QeqUvOCYzbdNvkWR7EVUh0E6YDJgd6wfIDO6exeYO9fn4WzpsqFu0bqGhkQJb0LUsmxL1WGQTpgMOKV+oHx51VEQxcZVBZZRMXdFfFb/M9VhkI7YdMgpDh0CHnwQOHtWdSRELqlSuaYKcuaM9/C56+eQZ3geREVHGR4axS7o3NR9E0qGllQdCumIIwNOUbiwa1hW9jEgMoOoKGD+fJ+Hc2bIiUcKPWJoSHRvP4HvmnzHRMABmAw4Sa1awLhxqqMgCnhVAeeo1RoYPhDPlHtGdRhkAE4TOFH//sCwYaqjIHKNVJ05A2TNGu/hk1dOIv+n+RENvkwZrXW51pjWYhpSpEihOhQyAEcGnGjoUKBpU9VREAG3bgELFvg8nDdzXtQsWNPQkMjVWGjC0xOYCDgIkwEnkj/wyZOBSpVUR0LEBkQmkz9zfsxrM0/bNIqcg9METnb0KFCjBnD8uOpIyMnSpXOtcsmUKd7Dhy8dRuEvChselhNlSZsFazqtQYXcFVSHQgbjyICTFSwILF0KhIaqjoSc7MYNYPFin4cLZSuEqvmqGhqSE4WkDMGsZ2YxEXAoJgNOJy2Lf/4ZyJxZdSTkZAmtKijDVQV6G9toLOoVq6c6DFKEyQABVau6irhkuJZIBRkZkBECH1qUZd2Ant595F10qtxJdRikEJMBcqlTx7XLYUiI6kjIia5edY1Q+VA8R3EOX+vkpWov4f1H31cdBinGZID+06gRMHGia7UBkdG4qsBwPR/oiZENRqoOg0yAyQDF9r//AaNGqY6CnGjhQlffAR+YDARX18pdMbrhaNVhkEkwGaB7vfAC8OmnqqMgp4mIAJYv93m4XFg5lM5Z2tCQ7Oq5Ss9hTOMxbCpEMZgMUPz69nVtfcwXCzISpwp0175Ce4xvMh4pU/Dln/7D3wby7fnngQkTXFvNEhlBdjGU3Qx9YDKQPG3Kt8HEpycyEaB78DeC/Hv2WWDKFK4yIGOcOwesXOnzcOW8lVEkWxFDQ7IL2QHyh2Y/IFVKJvd0LyYDlLDWrYFZs1w7zBHpjVMFQde0dFNMbT5V6zJIFB8mAxSYp592NSZKz81LSGdz5wJ37/o8zAZEidOqXCvMaDkDqVOlVh0KmRiTAQpc/frAkiVAtmyqIyE7O3UKWLfO5+GH8j+EAlkKGBqSVfWt3hfTW0xHmlQc1SP/mAxQ4oSHu16oC3MXOVIzVSDL4ZqXbm5oOFaTAinw6ROf4tP6n3L5IAWEyQAlXpkywPr1wIMPqo6E7JwM+NldnVMFvqVNlRbTWkxD3xp9VYdCFsJkgJImLMxV9d2cd2ikg6NHgQ0bfB6ufV9t5M6Y29CQrCBbumz4pf0vaF2+tepQyGKYDFDSSTGhbG706quqIyGHTRXIOnmpkKf/SB3F2k5rEV44XHUoZEFMBih5UqYEhg93dStkcyIKJi4xDNj9Yffjzy5/ai2biZIiRXS0n4k5osT45RegXTvgwgXVkZBdbNkCVKwY76E7d+8g9/DcuBDp7N+3OoXrYF7reciaLqvqUMjCODJAwV16+PffQNWqqiMhB4wOSAOdp0s9DSfr81AfLG2/lIkAJRuTAQquQoWAtWuB7t1VR0J2IJ0v/XDqVEGmNJnwY8sf8dmTn7GZEAUFpwlIP5MmuTY7ioxUHQlZ2c6druWs8bgVdQu5PsmFyzcvwynK5iqL2a1mcztnCiqODJC+mxz9+SdQvLjqSMimUwXSWa9RyUZwirbl2+Kvrn8xEaCgYzJA+qpQAdi4EWjWTHUkZFVcVYDUKVPjyye/xNQWU5ExTUbV4ZANcZqAjDNuHPDKK8DVq6ojIavZvx8oWjTeQ5G3I7Wpgmu3r8Gu/QNmPjMT1QtUVx0K2RhHBsg43boBW7cCtWqpjoRsVEiYPnV6PFXiKdjR40Ufx+Yem5kIkO6YDJCx5O5u9Wrgo4+ANNxJjQLksKmCDKkz4PP6n2uthXNmyKk6HHIAThOQOjJK0KED8M8/qiMhs5Od9w4fBgoWjPfwlZtXtKmCm1E3YXWy78KEpyegeA4W3pJxODJA6khnOSkufP11V1tjIl/knmXOHJ+HM6fNjCeKPQErSx+SXtt2eNVzq5gIkOH4CkxqyVTBsGHAunWulQdESZwqaFm2JayqVsFa2NJzi7btsGzCRGQ0ThOQedy5A3z6KfD++8D166qjIbOR0aMTJ4Dc8W9dfOnGJYR9Eobbd2/DSqMBgx8bjN7VezMJIKX420fmERLimjLYsQNo2FB1NGQ2d+/6nSrIli4bHivyGKyiZsGaHA0g0+BvIJlP4cLAokXAggVAkSKqoyEzscGqguzpsuOLJ7/Amk5rUDK0pOpwiDScJiBzu3HDtQzx44+5xwG5Ro9OnQJCQ+M9fPbaWeQdkRdR0VEwm1QpUqFn1Z54v877CM0Qf/xEqnBkgMwtXTrgvfeAvXuBLl2AVKlUR0Sq60rmz/d5OFfGXHi40MMwm3pF62Frz60Y1WAUEwEyJSYDZA358wPffgts2wY0aaI6GjLzqoIy5llVINMAC9oswNIOS1EurJzqcIh84jQBWdPatcAbb7iWJJLzlqOeOQNkzRrv4RNXTqDApwUQDXUvbVnTZsW74e+i14O9kDpVamVxEAWKIwNkTbVrA7//Dsyd63Ove7KpW7eAhQt9Hs6XOR9qFKwBVXUBPR7ogb299uKVGq8wESDLYDJA1ta0qaud8eTJQPnyqqMhh64qkCSgfYX2+Of5f/BNo2+02gUiK+E0AdmH/CrLksShQ4E//lAdDekpfXrg7FkgY8Z4Dx++dBiFvyisexipU6bGsxWfRf/a/VEsRzHdvx6RXjgyQPbazKZxY1cdwcqVQP36qiMivcgy08WLfR4ulK0QquarqtuXTxeSDi9WexH7X96PcU3GMREgy2MyQPYUHg78/DOwaRPwzDPcCMmOFEwVZEydEa9UfwUHXj6gLRMsmDX+XRSJrIbTBOQMhw4BY8YA333nqkQn68uUyTVVIL0o4rH3/F6UHBWcDn9Z0mbBS9Ve0loH58yQMyjPSWQmTAbIeZXo0t/+m2+AVatUR0PJNW8e8PTTPg9X+LoC/jnzT5KfvlyuctrqgI4VOyJruviXMhLZAcdOyXlr1Nu0cdUU7NwJvPyyz/Xq5MypAqkH6FChA9Z2WovtL2xHr4d6MREg2+PIAJFslzxjBjBlCvDbb67d8cgasmVzTfukjn89//Yz23H/1/cH9FSlc5aOGQXIkT5HkAMlMjcmA0TeZBOcmTOBadO4PNEqliwBnnzS5+HSo0pj9/nd8R5LkyqNNnogSUB44XAdgyQyNyYDRP6KDmXEQBKDrVtVR0O+dO0KjBvn8/Dby9/GkLVDYn2sWr5qaFO+jTYKwIJAIiYDRIH591/X/LTcha5fD0SZb4tcxzUdeuIJoFkzV2+JHL6H9f8++TceGPsAKuepjNblWqNVuVYokr2IoeESmR2TAaLEunAB+OUXV2IgvQxkeRvpr3hxoF49VxIgjwwZAv7U/Rf2szEQkR9MBoiSQ4oNN250JQbykH9z1CA4wsKAxx4DHn/c9ShUSHVERLbFZIAomK5edU0jyI6K8vjzT+DyZdVRWUOuXMCDDwKPPuq6+Feo4GoxTUS6YzJApPfIwfbt/yUHsm/CwYOqozJH98AqVVwX/2rVXG8L67+xEBHFj8kAkdFkpEASBHnI9suet+fPw3bkzr5gQaBUKddDEgC5+Jcty/0iiEyEyQCRmXocSFKwYwewf79raaOMIsjba9dg+uY/xYr9d9H3PEqWTFShHxGpwWSAyApk1ODoUeDYMdfj+HHXxy5dcj0uXoz975s3k/61QkKAjBldQ/nyVh4yn58vH5A3b/wPWepHRJbFZIDIjm7cACIiXBszyeoGqV3wvI3777RpY1/45X0ichQmA0RERA7HCh4iIiKHYzJARETkcEwGiIiIHI7JABERkcMxGSAiInI4JgNEREQOx2SAiIjI4ZgMEBERORyTASIiIodjMkBERORwTAaIiIgcjskAERGRwzEZICIicjgmA0RERA7HZICIiMjhmAwQERE5HJMBIiIih2MyQERE5HBMBoiIiByOyQAREZHDMRkgIiJyOCYDREREDsdkgIiIyOGYDBARETkckwEiIiI42/8B5LFl+IaqCBcAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 116
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T14:08:38.873180Z",
     "start_time": "2025-01-06T14:08:38.764130Z"
    }
   },
   "cell_type": "code",
   "source": [
    "'''\n",
    "假设你获取到了 2019 年内地电影票房前 20 的电影（列表 a)和电影票房数据（列表 b)，请展示该数据a = ['流浪地球','疯狂的外星人','飞驰人生','大黄蜂','熊出没·原始时代','新喜剧之王']b = [38.13,19.85,14.89,11.36,6.47,5.93]\n",
    "'''\n",
    "from matplotlib import pyplot as plt\n",
    "from matplotlib import font_manager\n",
    "my_font = font_manager.FontProperties( fname='C:\\\\Windows\\\\Fonts\\\\simkai.ttf', size=16 )\n",
    "a = ['流浪地球', '疯狂的外星人', '飞驰人生', '大黄蜂', '熊出没·原始时代', '新喜剧之王']\n",
    "b = [38.13, 19.85, 14.89, 11.36, 6.47, 5.93]\n",
    "plt.figure( figsize=(20, 8), dpi=80 )\n",
    "# 绘制条形图的方法\n",
    "'''\n",
    "height=0.5 条形的高度\n",
    "'''\n",
    "rects = plt.barh(range(len(a)), b, height=0.5, color='r' )  #绘制水平条形图\n",
    "plt.yticks( range( len( a ) ), a, fontproperties=my_font, rotation=45 )\n",
    "# 在条形图上加标注(水平居中)\n",
    "for rect in rects:\n",
    "    width = rect.get_width()\n",
    "    plt.text( width, rect.get_y()+0.5/2, str(width),va=\"center\" )\n",
    "plt.show()"
   ],
   "id": "2a0164532b6140a5",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 122
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
